Title
Exact conservation laws for neural network integrators of dynamical systems E. Müller PINN 110 14 0 23 Sep 2022
Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network Ravinder Bhattoo Sayan Ranu N. M. A. Krishnan AI4CE 97 18 0 23 Sep 2022
Lightweight Transformers for Human Activity Recognition on Mobile Devices Sannara Ek François Portet P. Lalanda 83 32 0 22 Sep 2022
Memory-Augmented Graph Neural Networks: A Brain-Inspired Review Guixiang Ma Vy A. Vo Ted Willke Nesreen Ahmed 74 1 0 22 Sep 2022
Approximating the full-field temperature evolution in 3D electronic systems from randomized "Minecraft" systems Monika Stipsitz H. Sanchis-Alepuz AI4CE 63 2 0 21 Sep 2022
Towards Real Time Thermal Simulations for Design Optimization using Graph Neural Networks H. Sanchis-Alepuz Monika Stipsitz AI4CE 66 5 0 21 Sep 2022
Neural Graph Databases Maciej Besta Patrick Iff Florian Scheidl Kazuki Osawa Nikoli Dryden Michal Podstawski Tiancheng Chen Torsten Hoefler AI4CE 96 9 0 20 Sep 2022
Distributed representations of graphs for drug pair scoring P. Scherer Pietro Lio M. Jamnik 102 2 0 19 Sep 2022
Learning Pair Potentials using Differentiable Simulations Wujie Wang Zhenghao Wu Rafael Gómez-Bombarelli 82 26 0 16 Sep 2022
Earthquake Phase Association with Graph Neural Networks I. McBrearty G. Beroza 64 43 0 15 Sep 2022
Predicting Drug-Drug Interactions using Deep Generative Models on Graphs Nhat-Khang Ngô Truong-Son Hy Risi Kondor BDL GNN 75 4 0 14 Sep 2022
Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks Hyungeun Lee Kijung Yoon AI4CE 69 2 0 14 Sep 2022
Scalable Spatiotemporal Graph Neural Networks Andrea Cini Ivan Marisca F. Bianchi Cesare Alippi AI4TS AI4CE 96 57 0 14 Sep 2022
Graph Neural Networks for Molecules Yuyang Wang Zijie Li A. Farimani GNN AI4CE 154 28 0 12 Sep 2022
Graph Neural Modeling of Network Flows Victor-Alexandru Darvariu Stephen Hailes Mirco Musolesi GNN 53 4 0 12 Sep 2022
Continual Learning for Pose-Agnostic Object Recognition in 3D Point Clouds Xihao Wang Xian Wei 3DPC 118 5 0 11 Sep 2022
Multimodal learning with graphs Yasha Ektefaie George Dasoulas Ayush Noori Maha Farhat Marinka Zitnik 143 92 0 07 Sep 2022
Models and Benchmarks for Representation Learning of Partially Observed Subgraphs Dongkwan Kim Jiho Jin Jaimeen Ahn Alice Oh 121 3 0 01 Sep 2022
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures Lars Odegaard Bentsen N. Warakagoda R. Stenbro P. Engelstad AI4TS 40 108 0 29 Aug 2022
Unsupervised Representation Learning in Deep Reinforcement Learning: A Review N. Botteghi M. Poel C. Brune SSL OffRL 95 13 0 27 Aug 2022
Interaction Modeling with Multiplex Attention Fan-Yun Sun Isaac Kauvar Ruohan Zhang Jiachen Li Mykel Kochenderfer Jiajun Wu Nick Haber 52 20 0 23 Aug 2022
MolGraph: a Python package for the implementation of molecular graphs and graph neural networks with TensorFlow and Keras Alexander Kensert G. Desmet D. Cabooter 36 6 0 21 Aug 2022
Intelligent problem-solving as integrated hierarchical reinforcement learning Manfred Eppe Christian Gumbsch Matthias Kerzel Phuong D. H. Nguyen Martin Volker Butz S. Wermter 94 78 0 18 Aug 2022
Learning Efficient Abstract Planning Models that Choose What to Predict Nishanth Kumar Willie McClinton Rohan Chitnis Tom Silver Tomás Lozano-Pérez L. Kaelbling 127 20 0 16 Aug 2022
Deep convolutional surrogates and degrees of freedom in thermal design Hadi Keramati F. Hamdullahpur AI4CE 75 0 0 16 Aug 2022
ROLAND: Graph Learning Framework for Dynamic Graphs Jiaxuan You Tianyu Du J. Leskovec AI4CE 87 184 0 15 Aug 2022
Learning Point Processes using Recurrent Graph Network Saurabh Dash Xueyuan She Saibal Mukhopadhyay GNN 31 3 0 11 Aug 2022
EvolveHypergraph: Group-Aware Dynamic Relational Reasoning for Trajectory Prediction Jiachen Li Chuanbo Hua Jinkyoo Park Hengbo Ma Victoria M. Dax Mykel J. Kochenderfer 78 8 0 10 Aug 2022
Neural Message Passing for Visual Relationship Detection Yue Hu Siheng Chen Xu Chen Ya Zhang Xiao Gu 89 17 0 08 Aug 2022
Neural Set Function Extensions: Learning with Discrete Functions in High Dimensions Nikolaos Karalias Joshua Robinson Andreas Loukas Stefanie Jegelka 121 9 0 08 Aug 2022
PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network Longxiang Jiang Liyuan Wang Xinkun Chu Yonghao Xiao Hao Zhang AI4CE 62 14 0 07 Aug 2022
TPM: Transition Probability Matrix -- Graph Structural Feature based Embedding Sarmad N. Mohammed Semra Gunducc 77 1 0 07 Aug 2022
Oversquashing in GNNs through the lens of information contraction and graph expansion P. Banerjee Kedar Karhadkar Yu Guang Wang Uri Alon Guido Montúfar 56 46 0 06 Aug 2022
Accelerating discrete dislocation dynamics simulations with graph neural networks N. Bertin Fei Zhou AI4CE 128 10 0 05 Aug 2022
Curvature-informed multi-task learning for graph networks Alexander New M. Pekala Nam Q. Le Janna Domenico C. Piatko Christopher D. Stiles 50 4 0 02 Aug 2022
Learning Hyper Label Model for Programmatic Weak Supervision Renzhi Wu Sheng Chen Jieyu Zhang Xu Chu 122 17 0 27 Jul 2022
Convolutional Embedding Makes Hierarchical Vision Transformer Stronger Cong Wang Hongmin Xu Xiong Zhang Li Wang Zhitong Zheng Haifeng Liu ViT 59 23 0 27 Jul 2022
An Urban Population Health Observatory for Disease Causal Pathway Analysis and Decision Support: Underlying Explainable Artificial Intelligence Model Whitney S. Brakefield Nariman Ammar A. Shaban-Nejad 63 9 0 26 Jul 2022
Thermodynamics of learning physical phenomena Elías Cueto Francisco Chinesta AI4CE 99 22 0 26 Jul 2022
Innovations in Neural Data-to-text Generation: A Survey Mandar Sharma Ajay K. Gogineni Naren Ramakrishnan 99 10 0 25 Jul 2022
Equivariance and Invariance Inductive Bias for Learning from Insufficient Data Tan Wang Qianru Sun Sugiri Pranata J. Karlekar Hanwang Zhang SSL 100 21 0 25 Jul 2022
Analysis and Optimization of GNN-Based Recommender Systems on Persistent Memory Yuwei Hu Jiajie Li Zhongming Yu Zhiru Zhang GNN 72 0 0 25 Jul 2022
Learning an Adaptive Forwarding Strategy for Mobile Wireless Networks: Resource Usage vs. Latency Victoria Manfredi Alicia P. Wolfe X. Zhang Bing Wang 58 2 0 23 Jul 2022
Is an Object-Centric Video Representation Beneficial for Transfer? Chuhan Zhang Ankush Gupta Andrew Zisserman ViT 140 27 0 20 Jul 2022
Densely Constrained Depth Estimator for Monocular 3D Object Detection Yingyan Li Yun-Chun Chen Jiawei He Zhaoxiang Zhang 3DPC MDE 110 33 0 20 Jul 2022
Learning Counterfactually Invariant Predictors Francesco Quinzan Cecilia Casolo Krikamol Muandet Yucen Luo Niki Kilbertus 118 10 0 20 Jul 2022
Semantic Novelty Detection via Relational Reasoning Francesco Cappio Borlino S. Bucci Tatiana Tommasi 75 4 0 18 Jul 2022
BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard Environment Zeyi Liu Zhenjia Xu Shuran Song 88 2 0 17 Jul 2022
Meta-Referential Games to Learn Compositional Learning Behaviours Kevin Denamganai S. Missaoui James Alfred Walker 62 1 0 16 Jul 2022
Multi-Object Tracking and Segmentation via Neural Message Passing Guillem Brasó Orcun Cetintas Laura Leal-Taixe VOT 103 24 0 15 Jul 2022