Title
Learning Visual Dynamics Models of Rigid Objects using Relational Inductive Biases Fabio Ferreira Lin Shao Tamim Asfour Jeannette Bohg AI4CE 38 3 0 09 Sep 2019
Feature-Set-Engineering for Detecting Freezing of Gait in Parkinson's Disease using Deep Recurrent Neural Networks Spyroula Masiala W. Huijbers M. Atzmüller 45 19 0 08 Sep 2019
SocNav1: A Dataset to Benchmark and Learn Social Navigation Conventions Luis J. Manso Pedro Núñez Trujillo L. Calderita Diego Resende Faria P. Bachiller 45 26 0 06 Sep 2019
Learning from Label Proportions with Generative Adversarial Networks Jiabin Liu Bo Wang Zhiquan Qi Ying-jie Tian Yong Shi GAN 72 40 0 05 Sep 2019
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning Bill Yuchen Lin Xinyue Chen Jamin Chen Xiang Ren 95 464 0 04 Sep 2019
Inductive-bias-driven Reinforcement Learning For Efficient Schedules in Heterogeneous Clusters Subho Sankar Banerjee Saurabh Jha Zbigniew T. Kalbarczyk Ravishankar Iyer 46 11 0 04 Sep 2019
Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Minjie Wang Da Zheng Zihao Ye Quan Gan Mufei Li ... Jiaqi Zhao Haotong Zhang Alex Smola Jinyang Li Zheng Zhang AI4CE GNN 305 763 0 03 Sep 2019
HiCoRe: Visual Hierarchical Context-Reasoning P. H. Bugatti P. T. Saito L. Davis OCL 59 1 0 02 Sep 2019
STMARL: A Spatio-Temporal Multi-Agent Reinforcement Learning Approach for Cooperative Traffic Light Control Yanan Wang Tong Xu Xin Niu Chang Tan Enhong Chen Hui Xiong 98 8 0 28 Aug 2019
Compositional Video Prediction Yufei Ye Maneesh Singh Abhinav Gupta Shubham Tulsiani 84 85 0 22 Aug 2019
Learning Object-Action Relations from Bimanual Human Demonstration Using Graph Networks Christian R. G. Dreher Mirko Wächter Tamim Asfour 69 66 0 22 Aug 2019
Feature Interaction-aware Graph Neural Networks Kaize Ding Yichuan Li Jundong Li Chenghao Liu Huan Liu GNN 52 10 0 19 Aug 2019
Dynamic Graph Message Passing Networks Li Zhang Dan Xu Anurag Arnab Philip Torr GNN 102 138 0 19 Aug 2019
Message Passing for Complex Question Answering over Knowledge Graphs Svitlana Vakulenko J. D. F. Garcia A. Polleres Maarten de Rijke Michael Cochez 86 73 0 19 Aug 2019
Are You for Real? Detecting Identity Fraud via Dialogue Interactions Weikang Wang Jiajun Zhang Q. Li Chengqing Zong Zhifei Li 70 17 0 19 Aug 2019
Neural Dynamics on Complex Networks Chengxi Zang Fei Wang AI4CE 113 71 0 18 Aug 2019
Progressive Relation Learning for Group Activity Recognition Guyue Hu Bo Cui Yuan He Shan Yu 88 81 0 08 Aug 2019
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering Cheng Zhang Wei-Lun Chao D. Xuan 77 51 0 28 Jul 2019
Tripartite Heterogeneous Graph Propagation for Large-scale Social Recommendation KyungHyun Kim Donghyun Kwak Hanock Kwak Young-Jin Park Sangkwon Sim Jae-Han Cho Minkyu Kim Jihun Kwon Nako Sung Jung-Woo Ha 71 19 0 24 Jul 2019
IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification Lin Meng Jiawei Zhang GNN 69 19 0 22 Jul 2019
Image Classification with Hierarchical Multigraph Networks Boris Knyazev Xiaoyu Lin Mohamed R. Amer Graham W. Taylor GNN BDL 74 35 0 21 Jul 2019
Representation Learning for Classical Planning from Partially Observed Traces Zhanhao Xiao Hai Wan Hankui Zhuo Jinxia Lin Yanan Liu 124 4 0 19 Jul 2019
Graph-Structured Visual Imitation Maximilian Sieb Xian Zhou Audrey Huang Oliver Kroemer Katerina Fragkiadaki 107 65 0 11 Jul 2019
Graph Neural Based End-to-end Data Association Framework for Online Multiple-Object Tracking Xiaolong Jiang Peizhao Li Yanjing Li Xiantong Zhen VOT 77 33 0 11 Jul 2019
Learning Truthful, Efficient, and Welfare Maximizing Auction Rules Andrea Tacchetti D. Strouse M. Garnelo T. Graepel Yoram Bachrach 17 6 0 11 Jul 2019
Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology Nima Dehmamy Albert-László Barabási Rose Yu GNN 106 135 0 11 Jul 2019
Fast Haar Transforms for Graph Neural Networks Ming Li Zheng Ma Yu Guang Wang Xiaosheng Zhuang 83 77 0 10 Jul 2019
Learning by Abstraction: The Neural State Machine Drew A. Hudson Christopher D. Manning NAI OCL 131 262 0 09 Jul 2019
What graph neural networks cannot learn: depth vs width Andreas Loukas GNN 100 301 0 06 Jul 2019
Graph-based Knowledge Distillation by Multi-head Attention Network Seunghyun Lee B. Song 89 77 0 04 Jul 2019
Spectral Clustering with Graph Neural Networks for Graph Pooling F. Bianchi Daniele Grattarola Cesare Alippi GNN 121 40 0 30 Jun 2019
GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation Marc Brockschmidt 116 141 0 28 Jun 2019
Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Ravichandra Addanki S. Venkatakrishnan Shreyan Gupta Hongzi Mao Mohammad Alizadeh OOD OffRL 75 68 0 20 Jun 2019
Efficient data augmentation using graph imputation neural networks Indro Spinelli Simone Scardapane M. Scarpiniti A. Uncini 21 5 0 20 Jun 2019
Language as an Abstraction for Hierarchical Deep Reinforcement Learning Yiding Jiang S. Gu Kevin Patrick Murphy Chelsea Finn OffRL 69 225 0 18 Jun 2019
Cognitive Knowledge Graph Reasoning for One-shot Relational Learning Zhengxiao Du Chang Zhou Ming Ding Hongxia Yang Jie Tang ReLM LRM 67 24 0 13 Jun 2019
A Model to Search for Synthesizable Molecules John Bradshaw Brooks Paige Matt J. Kusner Marwin H. S. Segler José Miguel Hernández-Lobato 92 109 0 12 Jun 2019
Manifold Graph with Learned Prototypes for Semi-Supervised Image Classification Chia-Wen Kuo Chih-Yao Ma Jia-Bin Huang Z. Kira 52 2 0 12 Jun 2019
Position-aware Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec 104 498 0 11 Jun 2019
Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer Edward Choi Zhen Xu Yujia Li Michael W. Dusenberry Gerardo Flores Yuan Xue Andrew M. Dai MedIm 88 246 0 11 Jun 2019
Relationship-Embedded Representation Learning for Grounding Referring Expressions Sibei Yang Guanbin Li Yizhou Yu ObjD 93 55 0 11 Jun 2019
Joint Visual Grounding with Language Scene Graphs Daqing Liu Hanwang Zhang Zhengjun Zha Meng Wang Qianru Sun 69 6 0 09 Jun 2019
Learning Representations of Graph Data -- A Survey Mital Kinderkhedia GNN 79 12 0 07 Jun 2019
A Perspective on Objects and Systematic Generalization in Model-Based RL Sjoerd van Steenkiste Klaus Greff Jürgen Schmidhuber OCL OffRL 102 31 0 03 Jun 2019
Incorporating Biological Knowledge with Factor Graph Neural Network for Interpretable Deep Learning Tianle Ma A. Zhang FaML 54 13 0 03 Jun 2019
Explainability Techniques for Graph Convolutional Networks Federico Baldassarre Hossein Azizpour GNN FAtt 178 272 0 31 May 2019
Attentional Policies for Cross-Context Multi-Agent Reinforcement Learning Matthew A. Wright R. Horowitz 52 3 0 31 May 2019
Rethinking Table Recognition using Graph Neural Networks S. Qasim Hassan Mahmood Faisal Shafait GNN LMTD 52 13 0 31 May 2019
What Can Neural Networks Reason About? Keyulu Xu Jingling Li Mozhi Zhang S. Du Ken-ichi Kawarabayashi Stefanie Jegelka NAI AI4CE 110 248 0 30 May 2019
Neural Consciousness Flow Xiaoran Xu Wei Feng Zhiqing Sun Zhihong Deng GNN AI4CE 77 2 0 30 May 2019