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Probabilistic Reconciliation of Hierarchical Forecast via Bayes' Rule (10)
paper
video
Giorgio Corani (IDSIA (Istituto Dalle Molle di Studi sull'Intelligenza Artificiale)), Dario Azzimonti (IDSIA (Istituto Dalle Molle di Studi sull'Intelligenza Artificiale)), Joao Pedro Da Silveira Camara Augusto (USI (Università della Svizzera Italiana)), Marco Zaffalon (IDSIA)
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Self-Attention Enhanced Patient Journey Understanding in Healthcare System (11)
paper
video
Xueping Peng (University of Technology, Sydney), Guodong Long (University of Technology, Sydney), Tao Shen (University of Technology Sydney), Sen Wang (School of Information Technology and Electrical Engineering), Jing Jiang (University of Technology, Sydney)
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Partial Label Learning via Self-Paced Curriculum Strategy (12)
paper
video
Gengyu Lyu (School of Computer and Information Technology, Beijing Jiaotong University), Songhe Feng (School of Computer and Information Technology, Beijing Jiaotong University), Yi Jin (School of Computer and Information Technology, Beijing Jiaotong University), Yidong Li (School of Computer and Information Technology, Beijing Jiaotong University)
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Revisiting Convolutional Neural Networks for Citywide Crowd Flow Analytics (22)
paper
video
Yuxuan Liang (National University of Singapore), Kun Ouyang (National University of Singapore), Yiwei Wang (National University of Singapore), Ye Liu (National University of Singapore), Junbo Zhang (JD Digits), Yu Zheng (JD Digits), David Rosenblum (National University of Singapore)
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NoisyCUR: An algorithm for two-cost budgeted matrix completion (35)
paper
video
Dong Hu (Rensselaer Polytechnic Institute), Alex Gittens (Rensselaer Polytechnic Institute), Malik Magdon-Ismail (Rensselaer Polytechnic Institute)
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Partial Label Learning via Subspace Representation and Global Disambiguation (44)
paper
video
Yue Sun (School of Computer and Information Technology, Beijing Jiaotong University), Gengyu Lyu (School of Computer and Information Technology, Beijing Jiaotong University), Songhe Feng (School of Computer and Information Technology, Beijing Jiaotong University)
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On Local Optimizers of Acquisition Functions in Bayesian Optimization (46)
paper
video
Jungtaek Kim (Pohang University of Science and Technology), Seungjin Choi (BARO)
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Incremental Sensitivity Analysis for Kernelized Models (58)
paper
video
Hadar Sivan (Technion - Israel Institute of Technology), Moshe Gabel (University of Toronto), Assaf Schuster (Technion - Israel Institute of Technology)
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DyHGCN: A Dynamic Heterogeneous Graph Convolutional Network to Learn Users' Dynamic Preferences for Information Diffusion Prediction (85)
paper
video
Chunyuan Yuan (University of Chinese Academy of Sciences and Institute of Information Engineering, Chinese Academy of Sciences), Jiacheng Li (University of Chinese Academy of Sciences and Institute of Information Engineering, Chinese Academy of Sciences), Wei Zhou (University of Chinese Academy of Sciences and Institute of Information Engineering, Chinese Academy of Sciences), Yijun Lu (Alibaba Cloud Computing Co. Ltd.), Xiaodan Zhang (Institute of Information Engineering, Chinese Academy of Sciences), Songlin Hu (Institute of Information Engineering, Chinese Academy of Sciences)
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AMQAN: Adaptive Multi-Attention Question-Answer Networks for Answer Selection (95)
paper
video
Haitian Yang (Institute of Information Engineering,Chinese Academy of Sciences), Xuan Zhao (York University), Yan Wang (Institute of Information Engineering,Chinese Academy of Sciences), Bin Lv (Institute of Information Engineering,Chinese Academy of Sciences), Rui Mao (Institute of Information Engineering,Chinese Academy of Sciences), Ning Li (Institute of Information Engineering,Chinese Academy of Sciences), Yuyan Chen (The First Affiliated Hospital of Sun Yat-sen University)
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Inductive Unsupervised Domain Adaptation for Few-Shot Classification via Clustering (97)
paper
video
Xin Cong (Institute of Information Engineering, Chinese Academy of Sciences), Bowen Yu (Institute of Information Engineering, Chinese Academy of Sciences), Tingwen Liu (Institute of Information Engineering, Chinese Academy of Sciences), Shiyao Cui (Institute of Information Engineering, Chinese Academy of Sciences), Hengzhu Tang (Institute of Information Engineering, Chinese Academy of Sciences), Bin Wang (Xiaomi AI Lab, Xiaomi Inc.)
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Interactive Multi-Objective Reinforcement Learning in Multi-Armed Bandits with Gaussian Process Utility Models (110)
paper
video
Diederik M. Roijers (Vrije Universiteit Brussel (VUB)), Luisa M Zintgraf (University of Oxford), Pieter Libin (Vrije Universiteit Brussel (VUB)), Mathieu Reymond (Vrije Universiteit Brussel (VUB)), Eugenio Bargiacchi (Vrije Universiteit Brussel), Ann Nowé (Vrije Universiteit Brussel)
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Adversarial Learned Molecular Graph Inference and Generation (114)
paper
video
Sebastian Pölsterl (Ludwig Maximilian University of Munich), Christian Wachinger (Artificial Intelligence in Medical Imaging, Ludwig Maximilian University of Munich)
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EgoMap: Projective mapping and structured egocentric memory for Deep RL (122)
paper
video
Edward Beeching (INRIA), Jilles Dibangoye (INRIA), Olivier Simonin (INRIA), Christian Wolf (CNRS-LIRIS)
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Deep Gaussian Processes using Expectation Propagation and Monte Carlo Methods (128)
paper
video
Gonzalo Hernández-Muñoz (Universidad Autónoma de Madrid), Carlos Villacampa-Calvo (Universidad Autónoma de Madrid), Daniel Hernández-Lobato (Universidad Autónoma de Madrid)
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RLTS: Robust Learning Time-series Shapelets (165)
paper
video
Akihiro Yamaguchi (Toshiba Corporation), Shigeru Maya (Toshiba Corporation), Ken Ueno (Toshiba Corporation)
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To Ensemble or Not Ensemble: When does End-To-End Training Fail? (189)
paper
video
Andrew Webb (The University of Manchester), Charles Reynolds (The University of Manchester), Wenlin Chen (University of Manchester), Henry Reeve (University of Birmingham), Dan Iliescu (University of Manchester), Mikel Lujan (The University of Manchester), Gavin Brown (The University of Manchester)
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Automatic Tuning of Stochastic Gradient Descent with Bayesian Optimisation (194)
paper
video
Victor Picheny (PROWLER.io), Vincent Dutordoir (PROWLER.io), Artem Artemev (PROWLER.io), Nicolas Durrande (PROWLER.io)
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Revisiting Wedge Sampling for Budgeted Maximum Inner Product Search (202)
paper
video
Stephan Sloth Lorenzen (University of Copenhagen), Ninh Pham (University of Auckland)
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Hierarchical Interaction Networks with Rethinking Mechanism for Document-level Sentiment Analysis (210)
paper
video
Lingwei Wei (School of Cyber Security, UCAS; Institute of Information Engineering, CAS), Dou Hu (National Computer System Engineering Research Institute of China), Wei Zhou (School of Cyber Security, UCAS; Institute of Information Engineering, CAS), Xiaodan Zhang (Institute of Information Engineering, CAS), Jizhong Han (Institute of Information Engineering, CAS), Songlin Hu (School of Cyber Security, UCAS; Institute of Information Engineering, CAS)
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Disentangled Sticky Hierarchical Dirichlet Process Hidden Markov Model (213)
paper
video
Ding Zhou (Columbia University), Yuanjun Gao (Jane Street), Liam Paninski (Columbia University)
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LOAD: LSH-Based l0-Sampling over Stream Data with Near-Duplicates (215)
paper
video
Dingzhu Lurong (Nankai University), Yanlong Wen (Nankai University), Jiangwei Zhang (National University of Singapore), Xiaojie Yuan (Nankai University)
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Mining Dense Subgraphs with Similar Edges (216)
paper
video
Polina Rozenshtein (National University of Singapore), Giulia Preti (ISI Foundation), Aristides Gionis (KTH Royal Institute of Technology), Yannis Velegrakis (Utrecht University)
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Early Detection of Fake News with Multi-Source Weak Social Supervision (217)
paper
video
Kai Shu (Arizona State University), Guoqing Zheng (Microsoft), Yichuan Li (Arizona State University), Subhabrata Mukherjee (Microsoft), Ahmed Hassan Awadallah (Microsoft), Scott Ruston (Arizona State University), Huan Liu (Arizona State University)
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MUMBO: MUlti-task Max-value Bayesian Optimisation (219)
paper
video
Henry Moss (Lancaster University), David Leslie (Lancaster Unviersity), Paul Rayson (Lancaster University)
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Progressive Supervision for Node Classification (221)
paper
video
Yiwei Wang (National University of Singapore), Wei Wang (National University of Singapore), Yuxuan Liang (National University of Singapore), Yujun Cai (Nanyang Technological University), Bryan Hooi (National University of Singapore)
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ADMMiRNN: Training RNN with Stable Convergence via An Efficient ADMM Approach (224)
paper
video
Yu Tang (National University of Defense Technology), Dequan Sun (National University of Defense Technology), Linbo Qiao (National University of Defense Technology), Jingjing Xiao (Army Medical University (Third Military Medical University)), Zhiquan Lai (National University of Defense Technology), Dongsheng Li (National Lab for Parallel and Distributed Processing)
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A Self-Attention Network based Node Embedding Model (231)
paper
video
Dai Quoc Nguyen (Monash University), Tu Dinh Nguyen (Trusting Social), Dinh Phung (Monash University)
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XferNAS: Transfer Neural Architecture Search (239)
paper
video
Martin Wistuba (IBM Research)
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Haobo Wang (Zhejiang University), Yuzhou Qiang (Zhejiang University), Chen Chen (Zhejiang University), Weiwei Liu (University of Technology, Sydney), Tianlei Hu (Zhejiang University), Zhao Li (Alibaba Group), Gang Chen (Zheda)
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Unsupervised Domain Adaptation with Joint Domain-Adversarial Reconstruction Networks (249)
paper
video
Qian Chen (Nanjing University), Yuntao Du (Nanjing University), Zhiwen Tan (Nanjing University), Yi Zhang (Nanjing University), Chongjun Wang (Nanjing University)
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Fairness by Explicability and Adversarial SHAP Learning (253)
paper
video
James Hickey (Experian Ltd), Pietro Di Stefano (Experian Ltd), Vlasios Vasileiou (Experian Ltd)
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Graph-based Motion Planning Networks (257)
paper
video
Tai Hoang (University of Passau), Vien Ngo (Bosch Center for AI Research)
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The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification (258)
paper
video
Matthew Middlehurst (University of East Anglia), James Large (University of East Anglia), Gavin Cawley (University of East Anglia), Anthony Bagnall (University of East Anglia)
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Simple and Effective Graph Autoencoders with One-Hop Linear Models (259)
paper
video
Guillaume Salha (Deezer / Ecole Polytechnique), Romain Hennequin (Deezer), Michalis Vazirgiannis (Ecole Polytechnique)
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Discovering outstanding subgroup lists for numeric targets using MDL (265)
paper
video
Hugo Manuel Proença (LIACS), Peter Grünwald (CWI), Thomas Bäck (LIACS), Matthijs van Leeuwen (LIACS)
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Predicting Future Classifiers for Evolving Non-Linear Decision Boundaries (294)
paper
video
Kanishka Khandelwal (NEC), Devendra Dhaka (NEC), Vivek Barsopia (NEC)
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Real-time Fine-grained Freeway Traffic State Estimation under Sparse Observation (302)
paper
video
Yangxin Lin (Peking University), Yang Zhou (University of Wisconsin-Madison), Shengyue Yao (Technical University of Braunschweig), Fan Ding (Joint Research Institute on Internet of Mobility, Nanjing, China.), Ping Wang (National Engineering Research Center for Software Engineering)
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Open Set Domain Adaptation using Optimal Transport (318)
paper
video
Marwa Kechaou (INSA ROUEN Normandy (LITIS lab)), Gilles Gasso (INSA ROUEN Normandy (LITIS lab)), Romain Hérault (INSA ROUEN Normandy (LITIS lab)), Mokhtar Z. Alaya (Rouen University Normandy (Litis Lab))
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FUSE: Multi-Faceted Set Expansion by Coherent Clustering of Skip-grams (331)
paper
video
Wanzheng Zhu (University of Illinois, at Urbana-Champaign), Hongyu Gong (University of Illinois, at Urbana-Champaign), Jiaming Shen (University of Illinois, at Urbana-Champaign), Chao Zhang (Georgia Institute of Technology), Jingbo Shang (University of California San Diego), Suma Bhat (University of Illinois, at Urbana-Champaign), Jiawei Han (University of Illinois, at Urbana-Champaign)
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Gauss Shift: Density Attractor Clustering Faster than Mean Shift (343)
paper
video
Richard Leibrandt (Technical University of Munich), Stephan Günnemann (Technical University of Munich)
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Confusable Learning for Large-class Few-Shot Classification (347)
paper
video
Bingcong Li (Guangdong University of Technology), Bo Han (HKBU & RIKEN), Zhuowei Wang (University of Technology Sydney), Jing Jiang (University of Technology Sydney), Guodong Long (University of Technology Sydney)
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Orthogonal Mixture of Hidden Markov Models (350)
paper
video
Negar Safinianaini (School of Electrical Engineering and Computer Science, KTH Royal Institute of Technology), Camila P. E. de Souza (Department of Statistical and Actuarial Sciences, The University of Western Ontario), Henrik Boström (School of Electrical Engineering and Computer Science, KTH Royal Institute of Technology), Jens Lagergren (School of Electrical Engineering and Computer Science, KTH Royal Institute of Technology; Science for Life Laboratory)
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Counterfactual Propagation for Semi-Supervised Individual Treatment Effect Estimation (351)
paper
video
Shonosuke Harada (Kyoto University), Hisashi Kashima (Kyoto University)
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Inductive Document Representation Learning for Short Text Clustering (353)
paper
video
Junyang Chen (university of macau), Zhiguo Gong (University of Macau), Xiao Dong (The University of Queensland), Wei Wang (Dalian University of Technology), Wei Wang (University of Macau), Weiwen Liu (The Chinese University of Hong Kong), Cong Wang (Dalian University of Technology), Xian Chen (The University of Hong Kong)
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Low-regret algorithms for strategic buyers with unknown valuations in repeated posted-price auctions (358)
paper
video
Jason Rhuggenaath (Eindhoven University of Technology), Paulo Roberto de Oliveira da Costa (Eindhoven University of Technology), Yingqian Zhang (Eindhoven University of Technology), Alp Akcay (Eindhoven University of Technology), Uzay Kaymak (Eindhoven University of Technology)
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Bayesian Optimization with Missing Inputs (374)
paper
video
Phuc Luong (The Applied Artificial Intelligence Institute (A²I²)), Dang Nguyen (The Applied Artificial Intelligence Institute (A²I²)), Sunil Gupta (The Applied Artificial Intelligence Institute (A²I²)), Santu Rana (The Applied Artificial Intelligence Institute (A²I²)), Svetha Venkatesh (The Applied Artificial Intelligence Institute (A²I²))
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Node Classification in Temporal Graphs through Stochastic Sparsification and Temporal Structural Convolution (379)
paper
video
Cheng Zheng (University of California, Los Angeles), Bo Zong (NEC Labs America), Wei Cheng (NEC Labs America), Dongjin Song (NEC Labs America), Jingchao Ni (NEC Laboratories America), Wenchao Yu (University of California, Los Angeles), Haifeng Chen (NEC Labs America), Wei Wang (University of California, Los Angeles)
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Learning Implicit Generative Models By Teaching Density Estimators (390)
paper
video
Kun Xu (Tsinghua University), Chao Du (Tsinghua University), Chongxuan Li (Tsinghua University), Jun Zhu (Tsinghua University), Bo Zhang (Tsinghua University)
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FB2vec: a Novel Representation Learning Model for Forward Behaviors on Online Social Networks (391)
paper
video
Li Ma (ShangHai Jiao Tong University), Mingding Liao (Shanghai Jiao Tong University), Xiaofeng Gao (Shanghai Jiao Tong University), Guoze Zhang (Tencent), Qiang Yan (Tencent), Guihai Chen (Shanghai Jiao Tong University)
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Online Binary Incomplete Multi-view Clustering (397)
paper
video
Longqi Yang (State Key Laboratory of High Performance Computing, College of Computer, National University of Defense Technology), Liangliang Zhang (Beijing Institute of System Engineering), Yuhua Tang (State Key Laboratory of High Performance Computing, College of Computer, National University of Defense Technology)
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SpecGreedy: Unified Dense Subgraph Detection (406)
paper
video
Wenjie Feng (Institute of Computing Technology, Chinese Academy of Sciences), Shenghua Liu (Institute of Computing Technology, Chinese Academy of Sciences), Danai Koutra (University of Michigan), Huawei Shen (Institute of Computing Technology, Chinese Academy of Sciences), Xueqi Cheng (Institute of Computing Technology, CAS, P. R. China)
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Orthant Based Proximal Stochastic Gradient Method for l1-Regularized Optimization (407)
paper
video
Tianyi Chen (Microsoft), Tianyu Ding (Johns Hopkins University), Bo Ji (Zhejiang University), Guanyi Wang (Georgia Institute of Technology), Yixin Shi (Microsoft), Jing Tian (Dalian University of Technology), Sheng Yi (Microsoft), Xiao Tu (Microsoft), Zhihui Zhu (University of Denver)
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On Saliency Maps and Adversarial Robustness (411)
paper
video
Puneet Mangla (IIT Hyderabad, India), Vedant Singh (IIT Hyderabad, India), Vineeth Balasubramanian (IIT Hyderabad, India)
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Efficiency of Coordinate Descent Methods For Structured Nonconvex Optimization (417)
paper
video
Qi Deng (Shanghai University of Finance and Economics), Chenghao Lan (Shanghai University of Finance and Economics)
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Network Cooperation with Progressive Disambiguation for Partial Label Learning (421)
paper
video
Yao Yao (Nanjing University of Science and Technology), Chen Gong (Nanjing University of Science and Technology), Jiehui Deng (Nanjing University of Science and Technology), Jian Yang (Nanjing University of Science and Technology)
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Scalable Backdoor Detection in Neural Networks (425)
paper
video
Haripriya Harikumar (Applied Artificial Intelligence Institute, DEAKIN UNIVERSITY), Vuong Le (Applied Artificial Intelligence Institute, DEAKIN UNIVERSITY), Santu Rana (Applied Artificial Intelligence Institute, DEAKIN UNIVERSITY), Sourangshu Bhattacharya (Department of Computer Science and Engineering, IIT Kharagpur), Sunil Gupta (Applied Artificial Intelligence Institute, DEAKIN UNIVERSITY), Svetha Venkatesh (Applied Artificial Intelligence Institute, DEAKIN UNIVERSITY)
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Sparse Separable Nonnegative Matrix Factorization (453)
paper
video
Nicolas Nadisic (University of Mons), Arnaud Vandaele (University of Mons), Jérémy Cohen (Univ Rennes, Inria, CNRS, IRISA, Rennes, France.), Nicolas Gillis (University of Mons)
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Modeling Dynamic Heterogeneous Network for Link Prediction using Hierarchical Attention with Temporal RNN (458)
paper
video
Hansheng Xue (Research School of Computer Science, The Australian National University), Luwei Yang (Alibaba Group), Wen Jiang (Alibaba Group), Yi Wei (Alibaba Group), Yi Hu (Alibaba Group), Yu Lin (Research School of Computer Science, The Australian National University)
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OMBA: User-Guided Product Representations for Online Market Basket Analysis (472)
paper
video
Amila Silva (The University of Melbourne), Ling Luo (The University of Melbourne), Shanika Karunasekera (The University of Melbourne), Christopher Leckie (The University of Melbourne)
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Federated Multi-view Matrix Factorization for Personalized Recommendations (480)
paper
video
Adrian Flanagan (Helsinki Research Center, Huawei Technologies, Finland), Were Oyomno (Helsinki Research Center, Huawei Technologies, Finland), Alexander Grigorievskiy (Helsinki Research Center, Huawei Technologies, Finland), Kuan E. Tan (Helsinki Research Center, Huawei Technologies, Finland), Suleiman A. Khan (Helsinki Research Center, Huawei Technologies, Finland), Muhammad Ammad-Ud-Din (Helsinki Research Center, Huawei Technologies, Finland)
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Neural Cross-Domain Collaborative Filtering with Shared Entities (497)
paper
video
Vijaikumar M (Indian Institute of Science), Shirish Shevade (Indian Institute of Science), Narasimha Murty (Indian Institute of Science)
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A General Machine Learning Framework for Survival Analysis (523)
paper
video
Andreas Bender (LMU Munich), David Rügamer (LMU Munich), Fabian Scheipl (LMU Munich), Bernd Bischl (LMU Munich)
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Poisson Graphical Granger Causality by Minimum Message Length (525)
paper
video
Katerina Schindlerova (University of Vienna), Claudia Plant (University of Vienna)
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Companion Guided Soft Margin for Face Recognition (529)
paper
video
Yingcheng Su (SenseTime Group Limited), Yichao Wu (SenseTime Group Limited), Zhenmao Li (SenseTime Group Limited), Ken Chen (SenseTime Group Limited), Ding Liang (SenseTime Group Limited), Xiaolin Hu (Tsinghua University), Junjie Yan (SenseTime Group Limited)
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ELSIM: End-to-end learning of reusable skills through intrinsic motivation (530)
paper
video
Arthur Aubret (LIRIS), Laetitia Matignon (LIRIS CNRS), Salima Hassas (Universit Claude Bernard-Lyon1)
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Parameterless semi-supervised anomaly detection in univariate time series (533)
paper
video
Oleg Iegorov (University of Waterloo), Sebastian Fischmeister (University of Waterloo)
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Spatio-Temporal Tensor Sketching via Adaptive Sampling (545)
paper
video
Jing Ma (Emory University), Qiuchen Zhang (Emory University), Joyce Ho (Emory University), Li Xiong (Emory University)
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Unsupervised Multi-Source Domain Adaptation for Regression (551)
paper
video
Guillaume Richard (EDF Lab Saclay, Centre Borelli ENS Paris-Saclay), Antoine de Mathelin (Centre Borelli ENS Paris-Saclay), Georges Hebrail (EDF Lab Saclay, IRT SystemX), Mathilde Mougeot (Centre Borelli ENS Paris-Saclay, ENSIEE), Nicolas Vayatis (Centre Borelli ENS Paris-Saclay)
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Robust Training of Graph Convolutional Networks via Latent Perturbation (554)
paper
video
Hongwei Jin (University of Illinois at Chicago), Xinhua Zhang (University of Illinois at Chicago)
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Graph Diffusion Wasserstein Distances (558)
paper
video
Amélie Barbe (Univ Lyon, Inria, CNRS, ENS de Lyon, UCB Lyon 1, LIP UMR 5668, F-69342, Lyon, France), Marc Sebban (Univ Lyon, UJM-Saint-Etienne, CNRS, Institut d’Optique Graduate School,Laboratoire Hubert Curien UMR 5516, F-42023), Paulo Gonçalves (Univ Lyon, Inria, CNRS, ENS de Lyon, UCB Lyon 1, LIP UMR 5668, F-69342, Lyon, France), Pierre Borgnat (Univ Lyon, ENS de Lyon, UCB Lyon 1, CNRS, Laboratoire de Physique, UMR 5672, F-69342 Lyon, France), Rémi Gribonval (Univ Lyon, Inria, CNRS, ENS de Lyon, UCB Lyon 1, LIP UMR 5668, F-69342, Lyon, France)
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Off-the-grid: fast and effective hyperparameter search for kernel clustering (559)
paper
video
Bruno Ordozgoiti (Aalto University), Lluís Belanche (Universitat Politècnica de Catalunya)
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Modeling Winner-Take-All Competition in Sparse Binary Projections (560)
paper
video
Wenye Li (The Chinese University of Hong Kong (Shenzhen))
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Quantifying the Confidence of Anomaly Detectors in Their Example-Wise Predictions (575)
paper
video
Lorenzo Perini (KU Leuven), Vincent Vercruyssen (KU Leuven), Jesse Davis (KU Leuven)
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A³ : Activation Anomaly Analysis (576)
paper
video
Philip Sperl (Fraunhofer AISEC), Jan-Philipp Schulze (Fraunhofer AISEC), Konstantin Böttinger (Fraunhofer AISEC)
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Option Encoder: A Framework for Discovering a Policy Basis in Reinforcement Learning (584)
paper
video
Arjun Manoharan (Indian Institute of Technology Madras), Rahul Ramesh (Indian Institute of Technology Madras), Balaraman Ravindran (Indian Institute of Technology Madras)
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Inductive Generalized Zero-shot Learning with Adversarial Relation Network (585)
paper
video
Guanyu Yang (Xi'an Jiaotong - Liverpool University), Kaizhu Huang (Xi'an Jiaotong-Liverpool University), Rui Zhang (Xi'an Jiaotong-Liverpool University), John Goulermas (University of Liverpool), Amir Hussain (Edinburgh Napier University)
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MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification (589)
paper
video
Ziyu Jia (Beijing Jiaotong University), Youfang Lin (Beijing Jiaotong University), Jing Wang (Beijing Jiaotong University), Kaixin Yang (Beijing Jiaotong University), Tianhang Liu (Beijing Jiaotong University), Xinwang Zhang (Beijing Jiaotong University)
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Escaping Saddle Points of Empirical Risk Privately and Scalably via DP-Trust Region Method (604)
paper
video
Di Wang (State University of New York at Buffalo), Jinhui Xu (State University of New York at Buffalo)
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Utilizing Structure-rich Features to improve Clustering (605)
paper
video
Benjamin Schelling (University of Vienna), Lena Greta Marie Bauer (University of Vienna), Sahar Behzadi (University Of Vienna), Claudia Plant (Research Group Data Mining, University of Vienna, ds:UniVie)
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Deep Learning, Grammar Transfer, and Transportation Theory (609)
paper
video
Kaixuan Zhang (The Pennsylvania State University), Qinglong Wang (McGill University), Lee Giles (Penn State University)
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Graph-Revised Convolutional Network (626)
paper
video
Donghan Yu (Carnegie Mellon University), Ruohong Zhang (Carnegie Mellon University), Zhengbao Jiang (Carnegie Mellon University), Yuexin Wu (Carnegie Mellon University), Yiming Yang (Carnegie Mellon University)
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Metric Learning for Categorical and Ambiguous Features: An Adversarial Method (632)
paper
video
Xiaochen Yang (University College London), Mingzhi Dong (University College London), Yiwen Guo (Bytedance AI Lab), Jing-Hao Xue (University College London)
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Knowledge Elicitation using Deep Metric Learning and Psychometric Testing (639)
paper
video
Lu Yin (Eindhoven University of Technology), Vlado Menkovski (Eindhoven University of Technology), Mykola Pechenizkiy (Eindhoven University of Technology)
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Z-Embedding: A Spectral Representation of Event Intervals for Efficient Clustering and Classification (649)
paper
video
Zed Lee (Stockholm University), Sarunas Girdzijauskas (KTH Royal Institute of Technology), Panagiotis Papapetrou (Stockholm University)
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Model-based Clustering with HDBSCAN* (658)
paper
video
Michael Strobl (University of Alberta), Joerg Sander (University of Alberta), Ricardo Campello (University of Newcastle), Osmar Zaiane (University of Alberta)
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Towards Description of Block Model on Graph (673)
paper
video
Zilong Bai (University of California, Davis), S. S. Ravi (Biocomplexity Institute and Inititative, University of Virginia and University at Albany -- SUNY), Ian Davidson (University of California, Davis)
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Temporal Heterogeneous Interaction Graph Embedding For Next-Item Recommendation (678)
paper
video
Yugang Ji (Beijing University of Posts and Telecommunications), Mingyang Yin (Alibaba-Inc), Hongxia Yang (Alibaba Group), Xiangwei Wang (Alibaba Group), Chuan Shi (Beijing University of Posts and Telecommunications), Tianrui Jia (Beijing University of Posts and Telecommunications), Yuan Fang (Singapore Management University)
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Less is More: Rejecting Unreliable Reviews for Product Question Answering (686)
paper
video
Shiwei Zhang (RMIT), Xiuzhen Zhang (RMIT), Jey Han Lau (The University of Melbourne), Jeffrey Chan (RMIT), Cecile Paris (CSIRO Data61)
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GRAM-SMOT: Top-N Personalized Bundle Recommendation via Graph Attention Mechanism and Sub-Modular Optimization (688)
paper
video
Vijaikumar M (Indian Institute of Science), Shirish Shevade (Indian Institute of Science), M Narasimha Murty (Indian Institute of Science)
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Enhancing Robustness of Graph Convolutional Networks via Dropping Graph Connections (692)
paper
video
Lingwei Chen (Pennsylvania State University), Xiaoting Li (Pennsylvania State University), Dinghao Wu (Pennsylvania State University)
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Information-Bottleneck Approach to Salient Region Discovery (717)
paper
video
Andrey Zhmoginov (Google), Ian Fischer (Google), Mark Sandler (Google)
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Exponential Convergence of Gradient Methods in Network Zero Sum Concave Games (719)
paper
video
Amit Kadan (University of British Columbia), Hu Fu (University of British Columbia)
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Simple, Scalable, and Stable Variational Deep Clustering (785)
paper
video
Lele Cao (King Digital Entertainment), Sahar Asadi (King Digital Entertainment), Wenfei Zhu (King Digital Entertainment), Christian Schmidli (King Digital Entertainment), Michael Sjöberg (King Digital Entertainment)
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A Relaxation-based Approach for Mining Diverse Closed Patterns (788)
paper
video
Arnold Hien (GREYC, CNRS UMR 6072, Université Caen Normandie), Noureddine Aribi (Université d’Oran Es-Senia, Dép. Informatique, BP-1524, El-M’Naouer, Oran, Algeria), Lebbah Yahia (University of Oran 1), Samir Loudni (GREYC, CNRS UMR 6072, Université Caen Normandie), Abdelkader Ouali (CoDaG team, GREYC laboratory, university of Caen Normandy), Albrecht Zimmermann (Université Caen Normandie)
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Generating Financial Reports from Macro News via Multiple edits Neural Networks (814)
paper
video
Wenxin Hu (School of Computer Science, Harbin Institute of Technology Shenzhen Graduate School), Yunpeng Ren (School of Computer Science, Harbin Institute of Technology (Shenzhen), Qianhai Financial Holdings Co., Ltd.), Xiaofeng Zhang (School of Computer Science, Harbin Institute of Technology Shenzhen Graduate School)
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Towards Interpretable Multi Task Learning using bi-level programming (826)
paper
video
Francesco Alesiani (NEC Laboratories Europe Gbmh), Shujian Yu (NEC Laboratories Europe Gbmh), Ammar Shaker (NEC Laboratories Europe Gbmh), Wenzhe Yin (NEC Laboratories Europe Gbmh)
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Tackling Noise in Active Semi-Supervised Clustering (836)
paper
video
Jonas Soenen (KU Leuven), Sebastijan Dumančić (KU Leuven), Toon Van Craenendonck (VITO), Hendrik Blockeel (KU Leuven)
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Soft Labels Transfer with Discriminative Representations Learning for Unsupervised Domain Adaptation (839)
paper
video
Manliang Cao (Fudan University), Xiangdong Zhou (Fudan University), Lan Lin (Tongji University)
|
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Learning Gradient Boosted Multi-label Classification Rules (866)
paper
video
Michael Rapp (TU Darmstadt), Eneldo Loza Mencía (TU Darmstadt), Johannes Fürnkranz (JKU Linz), Vu-Linh Nguyen (Paderborn University), Eyke Hüllermeier (Paderborn University)
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A Framework for Deep Quantification Learning (912)
paper
video
Lei Qi (Iowa State University), Mohammed Khaleel (Iowa State University), Wallapak Tavanapong (Iowa State University), Adisak Sukul (Iowa State University), David Peterson (Iowa State University)
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Poisoning Attacks on Algorithmic Fairness (928)
paper
video
David Solans (Universitat Pompeu Fabra), Carlos Castillo (Universitat Pompeu Fabra), Battista Biggio (Università degli Studi di Cagliari)
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FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning (953)
paper
video
Wei Chen (Carnegie Mellon University), Kartikeya Bhardwaj (Arm Inc.), Radu Marculescu (University of Texas at Austin)
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Target to Source Coordinate-wise Adaptation of Pre-trained Models (957)
paper
video
Luxin Zhang (Worldline/Inria), Pascal Germain (Université Laval), Yacine Kessaci (Worldline), Christophe Biernacki (Inria)
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Quality Guarantees for Autoencoders via Unsupervised Adversarial Attacks (969)
paper
video
Benedikt Boeing (University of Bonn), Rajarshi Roy (Max Planck Institute for Software Systems), Emmanuel Müller (University of Bonn), Daniel Neider (Max Planck Institute for Software Systems)
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A Generic and Model-Agnostic Exemplar Synthetization Framework for Explainable AI (972)
paper
video
Antonio Barbalau (University of Bucharest), Adrian Cosma (University Politehnica of Bucharest), Radu Tudor Ionescu (University of Bucharest), Marius Popescu (University of Bucharest)
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|
Maximum Margin Separations in Finite Closure Systems (978)
paper
video
Florian Seiffarth (University of Bonn), Tamas Horvath (University Bonn), Stefan Wrobel (Fraunhofer IAIS & Univ. of Bonn)
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Topological Insights into Sparse Neural Networks (988)
paper
video
Shiwei Liu (Eindhoven University of Technology), Tim Van der Lee (Eindhoven University of Technology), Anil Yaman (Korea Advanced Institute of Science and Technology), Zahra Atashgahi (Eindhoven University of Technology), Davide Ferraro (The Biorobotics Institute, Scuola Superiore Sant’Anna), Ghada Sokar (Eindhoven University of Technology), Mykola Pechenizkiy (Eindhoven University of Technology), Decebal Constantin Mocanu (Faculty of Electrical Engineering, Mathematics and Computer Science, University of Twente)
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Predictive Bi-Clustering Trees for Hierarchical Multi-label Classification (991)
paper
video
Bruna Santos (Federal University of Sao Carlos), Felipe Kenji Nakano (KU Leuven KULAK), Ricardo Cerri (Federal University of Sao Paulo), Celine Vens (KU Leuven KULAK)
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Adaptive Momentum Coefficient for Neural Network Optimization (1005)
paper
video
Zana Rashidi (York University), Kasra Ahmadi K. A. (York University), Aijun An (York University), Xiaogang Wang (York University)
|
|
Robust Domain Adaptation: Representations, Weights and Inductive Bias (1007)
paper
video
Victor Bouvier (CentraleSupélec, Sidetrade), Philippe Very (Lend-Rx), Clément Chastagnol (Sidetrade), Myriam Tami (CentraleSupélec), Céline Hudelot (CentraleSupélec)
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Privacy-Preserving Decision Tree Training and Prediction (1025)
paper
video
Adi Akavia (University of Haifa), Max Leibovich (University of Haifa), Yehezkel S. Resheff (Intuit Inc., Israel), Roey Ron (Intuit Inc., Israel), Moni Shahar (Facebook Inc., Israel), Margarita Vald (Tel Aviv University and Intuit Inc., Israel)
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|
Networked Point Process Models Under the Lens of Scrutiny (1027)
paper
video
Guilherme Borges (UFMG), Pedro Olmo Vaz de Melo (UFMG), Flavio Figueiredo (UFMG), Renato Assunção (UFMG)
|
|
Finding the Optimal Network Depth in Classification Tasks (1036)
paper
video
Bartosz Wójcik (Jagiellonian University), Maciej Wołczyk (Jagiellonian University), Klaudia Bałazy (Jagiellonian University), Jacek Tabor (Jagiellonian University)
|
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Incremental training of a recurrent neural network exploiting a multi-scale dynamic memory (1069)
paper
video
Antonio Carta (Università di Pisa), Alessandro Sperduti (Università di Padova), Davide Bacciu (Università di Pisa)
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|
Reprogramming GANs via Input Noise Design (1073)
paper
video
Kangwook Lee (UW Madison), Changho Suh (KAIST), Kannan Ramchandran (UC Berkeley)
|
|
Effective Version Space Reduction for Convolutional Neural Networks (1075)
paper
video
Jiayu Liu (Technical University of Munich), Ioannis Chiotellis (Technical University of Munich), Rudolph Triebel (Technical University of Munich, German Aerospace Center (DLR)), Daniel Cremers (Technical University of Munich)
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Flexible Recurrent Neural Networks (1087)
paper
video
Anne Lambert (InterDigital), Francoise Le Bolzer (InterDigital), Francois Schnitzler (InterDigital)
|
|
Landmark-based Ensemble Learning with Random Fourier Features and Gradient Boosting (1117)
paper
video
Léo Gautheron (University of Saint-Etienne), Pascal Germain (University of Laval Quebec), Amaury Habrard (University of Saint-Etienne), Guillaume Metzler (University of Saint-Etienne), Emilie Morvant (University of Saint-Etienne), Marc Sebban (University of Saint-Etienne), Valentina Zantedeschi (No current affiliation)
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Squeezing Correlated Neurons for Resource-Efficient Deep Neural Networks (1120)
paper
video
Elbruz Ozen (University of California San Diego), Alex Orailoglu (University of California San Diego)
|
|
Diversity-Based Generalization for Unsupervised Text Classification under Domain Shift (1133)
paper
video
Jitin Krishnan (George Mason University), Hemant Purohit (George Mason University), Huzefa Rangwala (George Mason University)
|
|
Algorithms for Optimizing the Ratio of Monotone k-Submodular Functions (1157)
paper
video
Hau Chan (University of Nebraska-Lincoln), Grigorios Loukides (King's College London), Zhenghui Su (University of Nebraska-Lincoln)
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|
PROMO for Interpretable Personalized Social Emotion Mining (1164)
paper
video
Jiasheng Zhang (IST Penn State), Dongwon Lee (The College of Information Science and Technology of the Pennsylvania State University)
|
|
Learning a Sequence of Sentiment Classification Tasks (1205)
paper
video
Zixuan Ke (University of Illinois at Chicago), Bing Liu (University of Illinois at Chicago), Hao Wang (Southwest Jiaotong University), Lei Shu (University of Illinois at Chicago)
|
|
End-to-End Learning for Prediction and Optimization with Gradient Boosting (1221)
paper
video
Takuya Konishi (National Institute of Informatics), Takuro Fukunaga (Chuo University, JST PRESTO, RIKEN AIP)
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|
A Taxonomy of Interactive Online Machine Learning Strategies (1242)
paper
video
Agnes Tegen (Malmö University), Paul Davidsson (Malmö University), Jan A. Persson (Malmö University)
|
|
GIKT: A Graph-based Interaction Model for Knowledge Tracing (1250)
paper
video
Yang Yang (Shanghai Jiao Tong University), Jian Shen (Shanghai Jiao Tong University), Yanru Qu (University of Illinois, Urbana-Champaign), Yunfei Liu (Shanghai Jiao Tong University), Kerong Wang (Shanghai Jiao Tong University), Yaoming Zhu (Shanghai Jiao Tong University), Weinan Zhang (Shanghai Jiao Tong University), Yong Yu (Shanghai Jiao Tong University)
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An algorithmic framework for decentralised matrix factorisation (1259)
paper
video
Erika Duriakova (Insight Centre for Data Analytics, University College Dublin, Ireland), Weipeng Huang (Insight Centre for Data Analytics, University College Dublin, Ireland), Elias Tragos (Insight Centre for Data Analytics, University College Dublin), Aonghus Lawlor (Insight Centre for Data Analytics, University College Dublin, Ireland), Barry Smyth (Insight Centre for Data Analytics, University College Dublin, Ireland), James Geraci (Samsung Electronics), Neil Hurley (Insight Centre for Data Analytics, University College Dublin, Ireland)
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FAWA: Fast Adversarial Watermark Attack on Optical Character Recognition (OCR) Systems (1276)
paper
video
Lu Chen (Tsinghua University), Jiao Sun (University of Southern California), Wei Xu (Tsinghua University)
|
|
A Principle of Least Action for the Training of Neural Networks (1293)
paper
video
Skander Karkar (LIP6, Sorbonne Université / Criteo), Ibrahim Ayed (LIP6, Sorbonne Université), Emmanuel de Bézenac (LIP6, Sorbonne Université), Patrick Gallinari (LIP6 - University of Paris 6)
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|
Think out of the package: Recommending package types for e-commerce shipments (8)
paper
video
Karthik Gurumoorthy (Amazon), Subhajit Sanyal (Amazon), Vineet Chaoji (Amazon)
|
|
Mutual Information Measure for Image Segmentation Using Few Labels (38)
paper
video
Eduardo Hugo Sanchez (IRT Saint Exupéry), Mathieu Serrurier (IRIT/IRT Saint Exupéry), Mathias Ortner (Airbus)
|
|
Social Influence Attentive Neural Network for Friend-Enhanced Recommendation (65)
paper
video
Yuanfu Lu (Beijing University of Posts and Telecommunications), Ruobing Xie (Search Product Center, WeChat Search Application Department, Tencent), Chuan Shi (Beijing University of Posts and Telecommunications), Yuan Fang (Singapore Management University), Wei Wang (Tencent), Xu Zhang (Tencent), Leyu Lin (Tencent)
|
|
Neural User Embedding From Browsing Events (70)
paper
video
Mingxiao An (Carnegie Mellon University), Sundong Kim (Institute for Basic Science)
|
|
Feedback-guided Attributed Graph Embedding for Relevant Video Recommendation (121)
paper
video
Taofeng Xue (Institute of Software Chinese Academy of Sciences), Xinzhou Dong (Institute of Software, CAS), Wei Zhuo (MX Media Co., Ltd), Beihong Jin (Institute of Software, Chinese Academy of Sciences), He Chen (MX Media Co., Ltd), Wenhai Pan (MX Media Co., Ltd), Beibei Li (Institute of Software, Chinese Academy of Sciences), Xuejian Zhang (MX Media Co., Ltd)
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|
Model Monitoring and Dynamic Model Selection in Travel Time-series Forecasting (154)
paper
video
Rosa Candela (Eurecom), Pietro Michiardi (EURECOM), Maurizio Filippone (EURECOM), Maria A. Zuluaga (EURECOM)
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|
Spatial Community-Informed Evolving Graphs for Demand Prediction (163)
paper
video
Qianru Wang (Northwestern Polytechnical University), Bin Guo (Northwestern Polytechnical University), Yi Ouyang (Northwestern Polytechnical University), Kai Shu (Arizona State University), Zhiwen Yu (Northwestern Polytechnical University), Huan Liu (Arizona State University)
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|
Recognizing Complex Activities by a Temporal Causal Network-Based Model (173)
paper
video
Jun Liao (Chongqing University), Junfeng Hu (Chongqing University), Li Liu (Chongqing University)
|
|
A Deep Reinforcement Learning Framework for Optimal Trade Execution (200)
paper
video
Siyu Lin (University of Virginia), Peter Beling (University of Virginia)
|
|
Learning to Simulate on Sparse Trajectory Data (205)
paper
video
Hua Wei (The Pennsylvania State University), Chacha Chen (Penn State), Chang Liu (Shanghai Jiao Tong University), Guanjie Zheng (Penn State), Zhenhui Li (Penn State)
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Detecting and predicting evidences of insider trading in the Brazilian market (207)
paper
video
Filipe Lauar (UFMG - Universidade Federal de Minas Gerais), Cristiano Arbex Valle (UFMG - Universidade Federal de Minas Gerais)
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Calibrating user response predictions in online advertising (214)
paper
video
Chao Deng (Alibaba Group), Hao Wang (Alibaba Group), Qing Tan (Alibaba Group), Jian Xu (Alibaba Group), Kun Gai (Alibaba Group)
|
|
A Route-Affecting Region Based Approach for Feature Extraction in Transportation Route Planning (232)
paper
video
Fandel Lin (National Cheng Kung University), Hsun-Ping Hsieh (National Cheng Kung University), Jie-Yu Fang (National Cheng Kung University)
|
|
Model Bridging: Connection between Simulation Model and Neural Network (238)
paper
video
Keiichi Kisamori (NEC Corporation), Keisuke Yamazaki (National Institute of Advanced Industrial Science and Technology), Yuto Komori (National Institute of Advanced Industrial Science and Technology), Hiroshi Tokieda (National Institute of Advanced Industrial Science and Technology)
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|
Measuring Immigrants Adoption of Natives Shopping Consumption with Machine Learning (256)
paper
video
Riccardo Guidotti (University of Pisa), Mirco Nanni (KDD-Lab ISTI-CNR Pisa), Fosca Giannotti (ISTI-CNR), Dino Pedreschi (Dipartimento di Informatica, Univ. di Pisa), Simone Bertoli (CERDI, Universite Clermont Auvergne and CNRS, Clermont-Ferrand), Biagio Speciale (Paris SChool of Economics), Hillel Rapoport (Paris School of Economics)
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|
Sasho Nedelkoski (Distributed Systems, Technical University Berlin, Berlin, Germany), Jasmin Bogatinovski (Distributed Systems, Technical University Berlin, Berlin, Germany), Alexander Acker (Distributed Systems, Technical University Berlin, Berlin, Germany), Jorge Cardoso (Department of Informatics Engineering/CISUC, University of Coimbra, Portugal), Odej Kao (Distributed Systems, Technical University Berlin, Berlin, Germany)
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|
Few-Shot Microscopy Image Cell Segmentation (321)
paper
video
Youssef Dawoud (Universität Ulm), Julia Hornauer (Universität Ulm), Gustavo Carneiro (The University of Adelaide), Vasileios Belagiannis (Universität Ulm)
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|
FlowFrontNet: Improving Carbon Composite Manufacturing with CNNs (349)
paper
video
Simon Stieber (University of Augsburg, Institute for Software and Systems Engineering), Niklas Schröter (University of Augsburg, Institute for Software and Systems Engineering), Alexander Schiendorfer (University of Augsburg, Institute for Software and Systems Engineering), Alwin Hoffmann (University of Augsburg, Institute for Software and Systems Engineering), Wolfgang Reif (University of Augsburg, Institute for Software and Systems Engineering)
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Forecasting Error Pattern-based Anomaly Detection in Multivariate Time Series (432)
paper
video
Seoyoung Park (Sungkyunkwan University), Siho Han (Sungkyunkwan University), Simon S. Woo (Sungkyunkwan University)
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|
Reconstructing the Past: Applying Deep Learning to Reconstruct Pottery from Thousands Shards (455)
paper
video
Keeyoung Kim (SUNY Korea), Jinseok Hong (Artificial Intelligence Research Institute), Sang-Hoon Rhee (Linkgenesis, Co. Ltd.), Simon Woo (Sungkyunkwan University)
|
|
Real-time Lane Configuration with Coordinated Reinforcement Learning (473)
paper
video
Udesh Gunarathna (The University of Melbourne), Hairuo Xie (The University of Melbourne), Egemen Tanin (The University of Melbourne), Shanika Karunasekera (The University of Melbourne), Renata Borovica-Gajic (The University of Melbourne)
|
|
6VecLM: Language Modeling in Vector Space for IPv6 Target Generation (485)
paper
video
Tianyu Cui (Institute of Information Engineering, Chinese Academy of Sciences), Gang Xiong (Institute of Information Engineering, Chinese Academy of Sciences), Gaopeng Gou (Institute of Information Engineering, Chinese Academy of Sciences), Junzheng Shi (Institute of Information Engineering, Chinese Academy of Sciences), Wei Xia (Institute of Information Engineering, Chinese Academy of Sciences)
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|
Filling Gaps in Micro-Meteorological Data (487)
paper
video
Antoine Richard (Georgia Institute of Technology), Lior Fine (Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Volcani Center), Offer Rozenstein (Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Volcani Center), Josef Tanny (Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Volcani Center), Matthieu Geist (Google Brain), Cedric Pradalier (GeorgiaTech Lorraine)
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|
Mend The Learning Approach, Not the Data: Insights for Ranking E-Commerce Products (518)
paper
video
Muhammad Umer Anwaar (Technical University of Munich), Dmytro Rybalko (IBM), Martin Kleinsteuber (Mercateo AG)
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|
Benchmarking Tropic Cyclone Rapid Intensification with Satellite Images and Attention-based Deep Models (556)
paper
video
Ching-Yuan Bai (National Taiwan University), Buo-Fu Chen (National Taiwan University), Hsuan-Tien Lin (National Taiwan University)
|
|
Multi-future Merchant Transaction Prediction (597)
paper
video
Chin-Chia Yeh (Visa Research), Zhongfang Zhuang (Visa Research), Wei Zhang (Visa Research), Liang Wang (Visa Research)
|
|
Deep reinforcement learning for large-scale epidemic control (616)
paper
video
Pieter Libin (Vrije Universiteit Brussel), Arno Moonens (Vrije Universiteit Brussel), Timothy Verstraeten (Vrije Universiteit Brussel), Fabian Perez-Sanjines (Vrije Universiteit Brussel), Niel Hens (Hasselt University), Philippe Lemey (Katholieke Universiteit Leuven), Ann Nowé (Vrije Universiteit Brussel)
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|
Automation of Leasing Vehicle Return Assessment Using Deep Learning Models (617)
paper
video
Mohsan Jameel (University of Hildesheim), Mofassir Ul Islam Arif (University of Hildesheim), Andre Hintsches (Volkswagen Financial Services AG), Lars Schmidt-Thieme (University of Hildesheim)
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|
Learning I/O Access patterns to Improve Prefetching in SSDs (627)
paper
video
Chandranil Chakraborttii (University of California, Santa Cruz), Heiner Litz (University of California, Santa Cruz)
|
|
Unsupervised Human Pose Estimation on Depth Images (652)
paper
video
Thibault Blanc Beyne (University of Toulouse), Axel Carlier (University of Toulouse), Sandrine Mouysset (University of Toulouse), Vincent Charvillat (University of Toulouse)
|
|
Long-term pipeline failure prediction using nonparametric survival analysis (660)
paper
video
Dilusha Weeraddana (CSIRO), Sudaraka Mallawaarachchi (University of Melbourne), Tharindu Warnakula (Monash University), Zhidong Li (University of Technology, Sydney), Yang Wang (University of Technology, Sydney)
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|
Stop the Clock: Are Timeout Effects Real? (667)
paper
video
Niander Assis (Universidade Federal de Minas Gerais), Renato Assunção (Universidade Federal de Minas Gerais), Pedro Olmo Vaz de Melo (Universidade Federal de Minas Gerais)
|
|
Estimating Precisions for Multiple Binary Classifiers Under Limited Samples (701)
paper
video
Rahul Tripathi (Amazon), Srinivasan Jagannathan (Amazon), Balaji Dhamodharaswamy (Amazon)
|
|
CrimeForecaster: Crime Prediction by Exploiting the Neighborhoods’ Spatiotemporal Dependencies (713)
paper
video
Jiao Sun (University of Southern California), Mingxuan Yue (University of Southern California), Zongyu Lin (Tsinghua University), Xiaochen Yang (University of Southern California), Gabe Kahn (University of Southern California), Luciano Nocera (University of Southern California), Cyrus Shahabi (University of Southern California)
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|
A Multi-Criteria System for Recommending Taxi Routes with an Advance Reservation (718)
paper
video
Jie-Yu Fang (National Cheng Kung University), Fandel Lin (National Cheng Kung University), Hsun-Ping Hsieh (National Cheng Kung University)
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|
Learning from Crowds via Joint Probabilistic Matrix Factorization and Clustering in Latent Space (730)
paper
video
Wuguannan Yao (City University of Hong Kong), Wonjung Lee (City University of Hong Kong), Junhui Wang (City University of Hong Kong)
|
|
Learning a Contextual and Topological Representation of Areas-of-Interest for On-Demand Delivery Application (731)
paper
video
Mingxuan Yue (University of Southern California), Tianshu Sun (University of Southern California), Fan Wu (Cainiao Ltd.), Lixia Wu (Cainiao, Ltd.), Yinghui Xu (Cainiao, Ltd.), Cyrus Shahabi (University of Southern California)
|
|
A 3D-Advert Creation System for Product Placements (760)
paper
video
Ivan Bacher (ADAPT SFI Research Centre), Hossein Javidnia (ADAPT SFI Research Centre), Soumyabrata Dev (ADAPT SFI Research Centre), Rahul Agrahari (ADAPT SFI Research Centre), Murhaf Hossari (ADAPT SFI Research Centre,), Matthew Nicholson (ADAPT SFI Research Centre,), Clare Conran (ADAPT SFI Research Centre), Jian Tang (Huawei Ireland Research Center), Peng Song (Huawei Ireland Research Center,), David Corrigan (Huawei Ireland Research Center), Francois Pitie (ADAPT SFI Research Centre)
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|
Interpretable dimensionally-consistent feature extraction from electrical network sensors (795)
paper
video
Laure Crochepierre (Université de Lorraine, CNRS, LORIA, F-57000 Metz, France and RTE R&D, Paris, France), Lydia Boudjeloud-Assala (Université de Lorraine, CNRS, LORIA, F-57000 Metz, France), Vincent Barbesant (RTE R&D, Paris, France)
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|
Prediction of Global Navigation Satellite System Positioning Errors with Guarantees (812)
paper
video
Alejandro Kuratomi (Stockholm University), Tony Lindgren (Stockholm University), Panagiotis Papapetrou (Stockholm University)
|
|
Fashion Outfit Generation for E-commerce (824)
paper
video
Elaine Bettaney (ASOS), Stephen Hardwick (ASOS), Odysseas Zisimopoulos (ASOS.com), Benjamin Paul Chamberlain (ASOS.com)
|
|
A Deep Dive into Multilingual Hate Speech Classification (843)
paper
video
Sai Saketh Aluru (IIT Kharagpur, India), Binny Mathew (IIT Kharagpur), Punyajoy Saha (Indian Institute of engineering science and technology,Shibpur,Howrah, West Bengal), Animesh Mukherjee (Indian Institute of Technology, Kharagpur)
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|
GLUECK: Growth pattern Learning for Unsupervised Extraction of Cancer Kinetics (849)
paper
video
Cristian Axenie (Audi Konfuzius Institut Ingolstadt / Technical University of Ingolstadt), Daria Kurz (Interdisciplinary Breast Center, Helios Clinic Munich West)
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|
Energy consumption forecasting using a stacked nonparametric Bayesian approach (852)
paper
video
Dilusha Weeraddana (CSIRO), Khoa Nguyen (CSIRO), Lachlan O'Neil (CSIRO), Weihong Wang (CSIRO), Chen Cai (Advanced Data Analytics in Transport, CSIRO)
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|
Lagrangian Duality for Constrained Deep Learning (877)
paper
video
Ferdinando Fioretto (Syracuse University), Pascal Van Hentenryck (Georgia Institute of Technology), Terrence W.K. Mak (Georgia Institute of Technology), Cuong Tran (Syracuse University), Federico Baldo (University of Bologna), Michele Lombardi (University of Bologna)
|
|
PS3: Partition-based Skew-Specialized Sampling for Batch Mode Active Learning in Imbalanced Text Data (878)
paper
video
Ricky Fajri (Eindhoven University of Technology), Samaneh Khoshrou (Eindhoven University of Technology), Robert Peharz (Eindhoven University of Technology), Mykola Pechenizkiy (Eindhoven University of Technology)
|
|
Data Generation Process Modeling for Activity Recognition (901)
paper
video
Massinissa Hamidi (Laboratoire LIPN-UMR CNRS 7030, PRES Sorbonne Paris Cité, Villetaneuse, France), Aomar Osmani (LIPN-UMR CNRS 7030 , université Paris 13)
|
|
Automated Integration of Genomic Metadata with Sequence-to-Sequence Models (929)
paper
video
Giuseppe Cannizzaro (Politecnico di Milano), Michele Leone (Politecnico di Milano), Anna Bernasconi (Politecnico di Milano), Arif Canakoglu (Politecnico di Milano), Mark James Carman (Politecnico di Milano)
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|
SoccerMix: Representing Soccer Actions with Mixture Models (946)
paper
video
Tom Decroos (Katholieke Universiteit Leuven), Maaike Van Roy (Katholieke Universiteit Leuven), Jesse Davis (Katholieke Universiteit Leuven)
|
|
Autonomous Driving Validation With Model-Based Dictionary Clustering (949)
paper
video
Etienne Goffinet (LIPN), Mustapha Lebbah (Université Paris 13, LIPN-CNRS), Hanane Azzag (Laboratoire d'Informatique de l'Université de Paris-Nord), Loïc Giraldi (Renault SAS)
|
|
Topics in Financial Filings and Bankruptcy Prediction with Distributed Representations of Textual Data (983)
paper
video
Ba Hung Nguyen (Japan Advanced Institute of Science and Technology), Shirai Kiyoaki (Japan Advanced Institute of Science and Technology), Nam Huynh (Japan Advanced Institute of Science and Technology)
|
|
Confound removal and normalization in practice: a neuroimaging based sex prediction case study (992)
paper
video
Shammi More (Institute of Neuroscience and Medicine (INM-7), Forschungszentrum Jülich, Jülich, Germany), Simon Eickhoff (Institute of Neuroscience and Medicine (INM-7), Forschungszentrum Jülich, Jülich, Germany), Julian Caspers (Department of Diagnostic and Interventional Radiology, University Hospital Düsseldorf, Düsseldorf, Germany), Kaustubh Patil (Institute of Neuroscience and Medicine (INM-7), Forschungszentrum Jülich, Jülich, Germany)
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|
Semi-Supervised Multi-aspect Detection of Misinformation using Hierarchical Joint Decomposition (997)
paper
video
Sara Abdali (University of California, Riverside), Neil Shah (Snap Inc), Evangelos Papalexakis (University of California, Riverside)
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|
Improved Identification of Imbalanced Multiple Annotation Intent Labels with a Hybrid BLSTM and CNN model and Hybrid Loss Function (1003)
paper
video
Supawit Vatathanavaro (Faculty of Information Technology, King Mongkut's Institute of Technology Ladkrabang), Kitsuchart Pasupa (Faculty of Information Technology, King Mongkut's Institute of Technology Ladkrabang), Sorratat Sirirattanajakarin (Data Analytics, Chief Data Office, Siam Commercial Bank), Boontawee Suntisrivaraporn (Data Analytics, Chief Data Office, Siam Commercial Bank)
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|
SoccerMap: A Deep Learning Architecture for Visually-Interpretable Analysis in Soccer (1006)
paper
video
Javier Fernández (FC BARCELONA), Luke Bornn (Simon Fraser University)
|
|
Automatic Remaining Useful Life Estimation Framework with Embedded Convolutional LSTM as the Backbone (1066)
paper
video
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Luca Pappalardo (ISTI-CNR), Danilo Sorano (University of Pisa), Paolo Cintia (University of Pisa), Fabio Carrara (ISTI-CNR), Fabrizio Falchi (ISTI-CNR)
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Junhua Liu (Singapore University of Technology and Design), Kristin Wood (Singapore University of Technology and Design), Kwan Hui Lim (Singapore University of Technology and Design)
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Yorick Spenrath (Eindhoven University of Technology), Marwan Hassani (Eindhoven University of Technology), Boudewijn van Dongen (Eindhoven University of Technology), Haseeb Tariq (BrandLoyalty)
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Khadidja Meguelati (INRIA), Bénédicte Fontez (SupAgro), Nadine Hilgert (INRAE), Florent Masseglia (INRIA), Isabelle Sanchez (INRAE)
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AutoRec: A Comprehensive Platform for Building Effective and Explainable Recommender Models (1333)
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multi-imbalance: open source Python toolbox for multi-class imbalanced classification (1335)
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VisualSynth: Democratizing Data Science in Spreadsheets (1337)
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FireAnt: Claim-based Medical Misinformation Detection and Monitoring (1341)
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GAMA: a General Automated Machine learning Assistant (1344)
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Kyungho Kim (Yonsei University), Kyungjae Lee (Yonsei University), Seung-won Hwang (Yonsei University)
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PrePeP: A light-weight, extensible tool for predicting frequent hitters (1349)
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TEASER: Early and Accurate Time Series Classification (J1)
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Scalable Attack on Graph Data by Injecting Vicious Nodes (J2)
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Treant: Training Evasion-Aware Decision Trees (J3)
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ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels (J4)
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Large-scale network motif analysis using compression (J5)
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Active Learning for Hierarchical Multi-Label Classification (J6)
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An efficient K-means clustering algorithm for tall data (J7)
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Exceptional spatio-temporal behavior mining through Bayesian non-parametric modeling (J8)
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Xin Du, Yulong Pei, Wouter Duivesteijn, Mykola Pechenizki)
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David García-Soriano, Francesco Bonch)
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Delayed labelling evaluation for data streams (J10)
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Active deep Q-learning with demonstration (J11)
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Si-An Chen,Hsuan-Tien Lin, Voot Tangkaratt, Masashi Sugiyam)
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Improving coordination in small-scale multi-agent deep reinforcement learning through memory-driven communication (J12)
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Emanuele Pesce, Giovanni Montan)
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Learning Representations from Dendrograms (J13)
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Morteza Haghir Chehreghani (Chalmers University of Technology), Mostafa Haghir Chehreghani (Amirkabir University of Technology (Tehran Polytechnic))
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Deep soccer analytics: Learning an action-value function for evaluating soccer players (J14)
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Simple and Effective Neural-Free Soft-Cluster Embeddings For Item Cold-Start Recommendations (J15)
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Shameem Ahamed Puthiya Parambath, Sanjay Chawl)
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CrawlSN: Community-aware Data Acquisition with Maximum Willingness in Online Social Networks (J16)
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Combining Bayesian Optimization and Lipschitz Optimization (J17)
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Using Error Decay Prediction to Overcome Practical Issues of Deep Active Learning for Named Entity Recognition (J18)
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Haw-Shiuan Chang (University of Massachusetts Amherst), Shankar Vembu (Argmix Cosulting), Sunil Mohan (The Chan Zuckerberg Initiative), Rheeya Uppaal (University of Massachusetts Amherst), Andrew McCallum (University of Massachusetts Amherst)
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Weak approximation of transformed stochastic gradient MCMC (J19)
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Fast greedy C-Bound minimization with guarantees (J20)
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Imbalanced Regression and Extreme Value Prediction (J21)
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Rita P Ribeiro, Nuno Moni)
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Skew Gaussian Processes for Classification (J22)
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Alessio Benavoli, Dario Azzimonti, Dario Pig)
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Ada-Boundary: Accelerating DNN Training via Adaptive Boundary Batch Selection (J23)
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Hwanjun Song (KAIST), Sundong Kim (Institute for Basic Science), Minseok Kim (Korea Advanced Institute of Science and Technology), Jae-Gil Lee (Korea Advanced Institute of Science and Technology)
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A Decision-Theoretic Approach for Model Interpretability in Bayesian Framework (J24)
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Homayun Afrabandpey (Aalto University Helsinki Institute for Information Technology), Tomi Peltola (Aalto University Helsinki Institute for Information Technology), Juho Piironen (The Curious AI), Aki Vehtari (Aalto University Helsinki Institute for Information Technology), Samuel Kaski (Aalto University Helsinki Institute for Information Technology)
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High-dimensional Bayesian optimization using low-dimensional feature spaces (J25)
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Riccardo Moriconi (Imperial College London), Marc Deisenroth (King's College London), K. S. Sesh Kumar (Imperial College London)
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