Title
Unsupervised Network Embedding Beyond Homophily Zhiqiang Zhong Guadalupe Gonzalez Daniele Grattarola Jun Pang OODD GNN 92 6 0 21 Mar 2022
Exploiting Neighbor Effect: Conv-Agnostic GNNs Framework for Graphs with Heterophily Jie Chen Shouzhen Chen Junbin Gao Zengfeng Huang Junping Zhang Jian Pu 105 27 0 19 Mar 2022
PACE: A Parallelizable Computation Encoder for Directed Acyclic Graphs Zehao Dong Muhan Zhang Fuhai Li Yixin Chen CML GNN 111 19 0 19 Mar 2022
Why we need biased AI -- How including cognitive and ethical machine biases can enhance AI systems Sarah Fabi Thilo Hagendorff 70 12 0 18 Mar 2022
Symmetry-Based Representations for Artificial and Biological General Intelligence I. Higgins S. Racanière Danilo Jimenez Rezende AI4CE 95 46 0 17 Mar 2022
Predicate Invention for Bilevel Planning Tom Silver Rohan Chitnis Nishanth Kumar Willie McClinton Tomás Lozano-Pérez L. Kaelbling J. Tenenbaum 189 43 0 17 Mar 2022
Blocks Assemble! Learning to Assemble with Large-Scale Structured Reinforcement Learning Seyed Kamyar Seyed Ghasemipour Daniel Freeman Byron David S. Gu Satoshi Kataoka Igor Mordatch OffRL 91 26 0 15 Mar 2022
Incorporating Heterophily into Graph Neural Networks for Graph Classification Jiayi Yang Sourav Medya Wei Ye 83 5 0 15 Mar 2022
Neural Message Passing for Objective-Based Uncertainty Quantification and Optimal Experimental Design Qihua Chen Xuejin Chen Hyun-Myung Woo Byung-Jun Yoon 46 2 0 14 Mar 2022
Towards Neural Sparse Linear Solvers Luca Grementieri P. Galeone 44 7 0 14 Mar 2022
Continual Learning for Multivariate Time Series Tasks with Variable Input Dimensions Vibhor Gupta Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff AI4TS 64 21 0 14 Mar 2022
Graph Neural Networks for Relational Inductive Bias in Vision-based Deep Reinforcement Learning of Robot Control Marco Oliva Soubarna Banik Josip Josifovski Alois Knoll 77 5 0 11 Mar 2022
Breaking the Curse of Dimensionality in Multiagent State Space: A Unified Agent Permutation Framework Xiaotian Hao Hangyu Mao Weixun Wang Yaodong Yang Dong Li Yan Zheng Zhen Wang Jianye Hao LRM 69 6 0 10 Mar 2022
Learning from Physical Human Feedback: An Object-Centric One-Shot Adaptation Method Alvin C M Shek Bo Ying Su Rui Chen Changliu Liu 43 6 0 09 Mar 2022
Representation, learning, and planning algorithms for geometric task and motion planning Beomjoon Kim Luke Shimanuki L. Kaelbling Tomás Lozano-Pérez 78 24 0 09 Mar 2022
Graph-based Reinforcement Learning meets Mixed Integer Programs: An application to 3D robot assembly discovery Niklas Funk Svenja Menzenbach Georgia Chalvatzaki Jan Peters 89 13 0 08 Mar 2022
Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mingxiao Li Yihong Tang Wei-Ying Ma GNN AI4TS 78 9 0 08 Mar 2022
Important Object Identification with Semi-Supervised Learning for Autonomous Driving Jiachen Li Haiming Gang Hengbo Ma Masayoshi Tomizuka Chiho Choi 93 12 0 05 Mar 2022
R-GCN: The R Could Stand for Random Vic Degraeve Gilles Vandewiele F. Ongenae Sofie Van Hoecke GNN 63 13 0 04 Mar 2022
Implicit Kinematic Policies: Unifying Joint and Cartesian Action Spaces in End-to-End Robot Learning Aditya Ganapathi Peter R. Florence Jacob Varley Kaylee Burns Ken Goldberg Andy Zeng 195 18 0 03 Mar 2022
Graph Neural Networks for Multimodal Single-Cell Data Integration Haifang Wen Jiayuan Ding Wei Jin Yiqi Wang Yuying Xie Jiliang Tang 116 55 0 03 Mar 2022
Thermodynamics-informed graph neural networks Quercus Hernandez Alberto Badías Francisco Chinesta Elías Cueto AI4CE PINN 92 32 0 03 Mar 2022
On an application of graph neural networks in population based SHM G. Tsialiamanis Charilaos Mylonas Eleni Chatzi David J. Wagg N. Dervilis K. Worden 45 3 0 03 Mar 2022
RouteNet-Erlang: A Graph Neural Network for Network Performance Evaluation Miquel Ferriol Galmés Krzysztof Rusek José Suárez-Varela Shihan Xiao Xiangle Cheng Pere Barlet-Ros A. Cabellos-Aparicio GNN MoE 57 38 0 28 Feb 2022
Concept Graph Neural Networks for Surgical Video Understanding Yutong Ban J. Eckhoff Thomas M. Ward Daniel A. Hashimoto O. Meireles Daniela Rus Guy Rosman NAI 84 18 0 27 Feb 2022
Self-Supervised and Interpretable Anomaly Detection using Network Transformers Daniel L. Marino Chathurika S. Wickramasinghe C. Rieger Milos Manic 67 8 0 25 Feb 2022
Equilibrium Aggregation: Encoding Sets via Optimization Sergey Bartunov F. Fuchs Timothy Lillicrap 78 7 0 25 Feb 2022
Learning Multi-Object Dynamics with Compositional Neural Radiance Fields Danny Driess Zhiao Huang Yunzhu Li Russ Tedrake Marc Toussaint OCL AI4CE 199 87 0 24 Feb 2022
Learning the nonlinear dynamics of soft mechanical metamaterials with graph networks Tianju Xue S. Adriaenssens S. Mao AI4CE 63 26 0 24 Feb 2022
Message passing all the way up Petar Velickovic 175 66 0 22 Feb 2022
Learning Dynamics and Structure of Complex Systems Using Graph Neural Networks Zhe Li A. Tolias Xaq Pitkow AI4CE 71 3 0 22 Feb 2022
HCMD-zero: Learning Value Aligned Mechanisms from Data Jan Balaguer Raphael Köster Ari Weinstein Lucy Campbell-Gillingham Christopher Summerfield M. Botvinick Andrea Tacchetti 23 5 0 21 Feb 2022
RTGNN: A Novel Approach to Model Stochastic Traffic Dynamics Ke Sun Stephen M. Chaves Paul D. Martin Vijay Kumar GNN 85 1 0 21 Feb 2022
Equivariant Graph Attention Networks for Molecular Property Prediction Tuan Le Frank Noé Djork-Arné Clevert 79 22 0 20 Feb 2022
Improving the Level of Autism Discrimination through GraphRNN Link Prediction Haonan Sun Q. He Shouliang Qi Yudong Yao Yueyang Teng 62 0 0 19 Feb 2022
PGCN: Progressive Graph Convolutional Networks for Spatial-Temporal Traffic Forecasting Y. Shin Yoonjin Yoon GNN AI4TS 74 45 0 18 Feb 2022
Retrieval-Augmented Reinforcement Learning Anirudh Goyal A. Friesen Andrea Banino T. Weber Nan Rosemary Ke ... Michal Valko Simon Osindero Timothy Lillicrap N. Heess Charles Blundell OffRL 87 55 0 17 Feb 2022
TorchDrug: A Powerful and Flexible Machine Learning Platform for Drug Discovery Zhaocheng Zhu Chence Shi Zuobai Zhang Shengchao Liu Minghao Xu ... Chang Ma Runcheng Liu Louis-Pascal Xhonneux Meng Qu Jian Tang OOD VLM MedIm 42 72 0 16 Feb 2022
Understanding and Improving Graph Injection Attack by Promoting Unnoticeability Yongqiang Chen Han Yang Yonggang Zhang Kaili Ma Tongliang Liu Bo Han James Cheng AAML 122 86 0 16 Feb 2022
Forecasting Global Weather with Graph Neural Networks R. Keisler AI4Cl 122 173 0 15 Feb 2022
Modular multi-source prediction of drug side-effects with DruGNN P. Bongini F. Scarselli Monica Bianchini Giovanna Maria Dimitri Niccolò Pancino Pietro Lio 26 18 0 15 Feb 2022
Neural NID Rules Luca Viano Johanni Brea NAI AI4CE 109 0 0 12 Feb 2022
A Graph-based U-Net Model for Predicting Traffic in unseen Cities L. Hermes Barbara Hammer Andrew Melnik Riza Velioglu Markus Vieth M. Schilling GNN AI4TS AI4CE 75 6 0 11 Feb 2022
Transferable and Adaptable Driving Behavior Prediction Letian Wang Yeping Hu Liting Sun Wei Zhan Masayoshi Tomizuka Changliu Liu 82 26 0 10 Feb 2022
Help Me Explore: Minimal Social Interventions for Graph-Based Autotelic Agents Ahmed Akakzia Olivier Serris Olivier Sigaud Cédric Colas 52 6 0 10 Feb 2022
Survey on Graph Neural Network Acceleration: An Algorithmic Perspective Xin Liu Yurui Lai Lei Deng Guoqi Li Xiaochun Ye Xiaochun Ye Shirui Pan Yuan Xie GNN 65 44 0 10 Feb 2022
Multi-model Ensemble Analysis with Neural Network Gaussian Processes Trevor Harris Yangqiu Song Ryan Sriver 115 5 0 08 Feb 2022
Message Passing Neural PDE Solvers Johannes Brandstetter Daniel E. Worrall Max Welling AI4CE 128 288 0 07 Feb 2022
Neighbor2Seq: Deep Learning on Massive Graphs by Transforming Neighbors to Sequences Meng Liu Shuiwang Ji GNN 69 3 0 07 Feb 2022
Network Calculus with Flow Prolongation -- A Feedforward FIFO Analysis enabled by ML Fabien Geyer Alexander Scheffler Steffen Bondorf 84 6 0 07 Feb 2022