Title
Learning Physical Constraints with Neural Projections Shuqi Yang Xingzhe He Bo Zhu 3DV AI4CE 100 26 0 23 Jun 2020
Graph Neural Networks and Reinforcement Learning for Behavior Generation in Semantic Environments Patrick Hart Alois Knoll GNN 66 38 0 22 Jun 2020
Graph Neural Networks in TensorFlow and Keras with Spektral Daniele Grattarola Cesare Alippi GNN 179 156 0 22 Jun 2020
A Self-Attention Network based Node Embedding Model Dai Quoc Nguyen T. Nguyen Dinh Q. Phung 47 10 0 22 Jun 2020
Exploiting Contextual Information with Deep Neural Networks Ismail Elezi 57 3 0 21 Jun 2020
Discovering Symbolic Models from Deep Learning with Inductive Biases M. Cranmer Alvaro Sanchez-Gonzalez Peter W. Battaglia Rui Xu Kyle Cranmer D. Spergel S. Ho AI4CE 96 483 0 19 Jun 2020
Temporal Graph Networks for Deep Learning on Dynamic Graphs Emanuele Rossi B. Chamberlain Fabrizio Frasca D. Eynard Federico Monti M. Bronstein AI4CE 186 659 0 18 Jun 2020
Subgraph Neural Networks Emily Alsentzer S. G. Finlayson Michelle M. Li Marinka Zitnik GNN 150 139 0 18 Jun 2020
Quantifying Challenges in the Application of Graph Representation Learning Antonia Gogoglou C. Bayan Bruss Brian Nguyen Reza Sarshogh Keegan E. Hines 25 2 0 18 Jun 2020
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training J. Qiu Qibin Chen Yuxiao Dong Jing Zhang Hongxia Yang Ming Ding Kuansan Wang Jie Tang SSL 254 960 0 17 Jun 2020
Neural Anisotropy Directions Guillermo Ortiz-Jiménez Apostolos Modas Seyed-Mohsen Moosavi-Dezfooli P. Frossard 107 16 0 17 Jun 2020
Isometric Graph Neural Networks Matthew Walker Bo Yan Yiou Xiao Yafei Wang Ayan Acharya GNN 26 2 0 16 Jun 2020
Connectivity-informed Drainage Network Generation using Deep Convolution Generative Adversarial Networks Sung Eun Kim Y. Seo J. Hwang H. Yoon Jonghyun Lee AI4CE 101 9 0 16 Jun 2020
A Study of Compositional Generalization in Neural Models Tim Klinger D. Adjodah Vincent Marois Joshua Joseph Matthew D Riemer Alex Pentland Murray Campbell CoGe NAI 196 13 0 16 Jun 2020
Mucko: Multi-Layer Cross-Modal Knowledge Reasoning for Fact-based Visual Question Answering Zihao Zhu Jiahao Yu Yujing Wang Yajing Sun Yue Hu Qi Wu 103 129 0 16 Jun 2020
Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning Sungyong Seo Chuizheng Meng Sirisha Rambhatla Yan Liu AI4CE 94 11 0 15 Jun 2020
Extrapolatable Relational Reasoning With Comparators in Low-Dimensional Manifolds Duo Wang M. Jamnik Pietro Lio OOD 29 1 0 15 Jun 2020
Adaptive Universal Generalized PageRank Graph Neural Network Eli Chien Jianhao Peng Pan Li O. Milenkovic 299 747 0 14 Jun 2020
Global Attention Improves Graph Networks Generalization Omri Puny Heli Ben-Hamu Y. Lipman 64 22 0 14 Jun 2020
DeeperGCN: All You Need to Train Deeper GCNs Guohao Li Chenxin Xiong Ali K. Thabet Guohao Li GNN 275 442 0 13 Jun 2020
Explaining Local, Global, And Higher-Order Interactions In Deep Learning Samuel Lerman Chenliang Xu C. Venuto Henry A. Kautz FAtt 125 10 0 12 Jun 2020
Grounding Language to Autonomously-Acquired Skills via Goal Generation Ahmed Akakzia Cédric Colas Pierre-Yves Oudeyer Mohamed Chetouani Olivier Sigaud LM&Ro 60 3 0 12 Jun 2020
Learning the Travelling Salesperson Problem Requires Rethinking Generalization Chaitanya K. Joshi Quentin Cappart Louis-Martin Rousseau T. Laurent 262 121 0 12 Jun 2020
Self-Supervised Relational Reasoning for Representation Learning Massimiliano Patacchiola Amos Storkey OOD SSL 80 63 0 10 Jun 2020
Bandit Samplers for Training Graph Neural Networks Ziqi Liu Zhengwei Wu Qing Cui Jun Zhou Shuang Yang Le Song Yuan Qi 112 48 0 10 Jun 2020
Modeling Human Driving Behavior through Generative Adversarial Imitation Learning Raunak P. Bhattacharyya Blake Wulfe Derek J. Phillips Alex Kuefler Jeremy Morton Ransalu Senanayake Mykel Kochenderfer 86 102 0 10 Jun 2020
Learning to Play No-Press Diplomacy with Best Response Policy Iteration Thomas W. Anthony Tom Eccles Andrea Tacchetti János Kramár I. Gemp ... Richard Everett Roman Werpachowski Satinder Singh T. Graepel Yoram Bachrach 106 43 0 08 Jun 2020
Understanding Graph Neural Networks from Graph Signal Denoising Perspectives Guoji Fu Buse Giledereli Jian Zhang Kaili Ma Barakeel Fanseu Kamhoua James Cheng 56 18 0 08 Jun 2020
Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs Ziwei Zhang Peng Cui J. Pei Xin Eric Wang Wenwu Zhu GNN 84 33 0 08 Jun 2020
Accurately Solving Physical Systems with Graph Learning Han Shao Tassilo Kugelstadt Torsten Hädrich Wojciech Palubicki Jan Bender Soren Pirk D. L. Michels AI4CE 69 6 0 06 Jun 2020
Learning to Solve Combinatorial Optimization Problems on Real-World Graphs in Linear Time Iddo Drori Anant Kharkar William R. Sickinger Brandon Kates Qiang Ma Suwen Ge Eden Dolev Brenda L Dietrich David P. Williamson Madeleine Udell 74 83 0 06 Jun 2020
Towards Feature-free TSP Solver Selection: A Deep Learning Approach Kangfei Zhao Shengcai Liu Yu Rong Jianwei Yu 71 2 0 01 Jun 2020
Beyond Leaderboards: A survey of methods for revealing weaknesses in Natural Language Inference data and models Viktor Schlegel Goran Nenadic Riza Batista-Navarro ELM 84 18 0 29 May 2020
Non-Local Graph Neural Networks Meng Liu Zhengyang Wang Shuiwang Ji 128 166 0 29 May 2020
Neural heuristics for SAT solving Sebastian Jaszczur M. Luszczyk Henryk Michalewski NAI 30 12 0 27 May 2020
Graph Neural Network for Hamiltonian-Based Material Property Prediction Hexin Bai Peng Chu Jeng-Yuan Tsai Nathan Wilson X. Qian Q. Yan Haibin Ling 37 5 0 27 May 2020
Modeling Penetration Testing with Reinforcement Learning Using Capture-the-Flag Challenges: Trade-offs between Model-free Learning and A Priori Knowledge Fabio Massimo Zennaro L. Erdődi 47 18 0 26 May 2020
Graph Structure Learning for Robust Graph Neural Networks Wei Jin Yao Ma Xiaorui Liu Xianfeng Tang Suhang Wang Jiliang Tang OOD AAML 92 711 0 20 May 2020
Symbolic Pregression: Discovering Physical Laws from Distorted Video S. Udrescu Max Tegmark 98 41 0 19 May 2020
Graphs, Entities, and Step Mixture Kyuyong Shin Wonyoung Shin Jung-Woo Ha Sunyoung Kwon 30 1 0 18 May 2020
Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model Quande Liu Lequan Yu Luyang Luo Qi Dou Pheng Ann Heng 99 231 0 15 May 2020
How hard is to distinguish graphs with graph neural networks? Andreas Loukas GNN 95 6 0 13 May 2020
Isometric Transformation Invariant and Equivariant Graph Convolutional Networks Masanobu Horie Naoki Morita Toshiaki Hishinuma Yushi Ihara Naoto Mitsume GNN 94 23 0 13 May 2020
VectorNet: Encoding HD Maps and Agent Dynamics from Vectorized Representation Jiyang Gao Chen Sun Hang Zhao Yi Shen Dragomir Anguelov Congcong Li Cordelia Schmid 132 816 0 08 May 2020
STINet: Spatio-Temporal-Interactive Network for Pedestrian Detection and Trajectory Prediction Zhishuai Zhang Jiyang Gao Junhua Mao Yukai Liu Dragomir Anguelov Congcong Li 3DPC 3DH 86 61 0 08 May 2020
Machine Learning on Graphs: A Model and Comprehensive Taxonomy Ines Chami Sami Abu-El-Haija Bryan Perozzi Christopher Ré Kevin Patrick Murphy 98 291 0 07 May 2020
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases Henrique Lemos Pedro H. C. Avelar Marcelo O. R. Prates Luís C. Lamb Artur Garcez NAI 35 3 0 05 May 2020
Generalized Planning With Deep Reinforcement Learning Or Rivlin Tamir Hazan E. Karpas OffRL 55 48 0 05 May 2020
A neural network walks into a lab: towards using deep nets as models for human behavior Wei-Ying Ma B. Peters HAI AI4CE 94 55 0 02 May 2020
A Perspective on Deep Learning for Molecular Modeling and Simulations Jun Zhang Yao-Kun Lei Zhen Zhang Junhan Chang Maodong Li Xu Han Lijiang Yang Yue Yang Y. Gao AI4CE 116 8 0 25 Apr 2020