Title
Machine Learning for a Sustainable Energy Future Zhenpeng Yao Yanwei Lum Andrew K. Johnston L. M. Mejia-Mendoza Xiaoxia Zhou Yonggang Wen Alán Aspuru-Guzik E. Sargent Z. Seh 32 210 0 19 Oct 2022
Predicting Winning Regions in Parity Games via Graph Neural Networks (Extended Abstract) Tobias Hecking Swathy Muthukrishnan Alexander Weinert 54 0 0 18 Oct 2022
A Practical, Progressively-Expressive GNN Lingxiao Zhao Louis Härtel Neil Shah Leman Akoglu 32 17 0 18 Oct 2022
Test-Time Training for Graph Neural Networks Yiqi Wang Chaozhuo Li Wei Jin Rui Li Jianan Zhao Jiliang Tang Xing Xie OOD 30 14 0 17 Oct 2022
MGNNI: Multiscale Graph Neural Networks with Implicit Layers Juncheng Liu Bryan Hooi Kenji Kawaguchi X. Xiao AI4CE 24 20 0 15 Oct 2022
Unsupervised Dense Nuclei Detection and Segmentation with Prior Self-activation Map For Histology Images Pingyi Chen Chenglu Zhu Zhongyi Shui Jiatong Cai S. Zheng Shichuan Zhang L. Yang 19 4 0 14 Oct 2022
Revisiting Heterophily For Graph Neural Networks Sitao Luan Chenqing Hua Qincheng Lu Jiaqi Zhu Mingde Zhao Shuyuan Zhang Xiaoming Chang Doina Precup 54 182 0 14 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization Chaoqi Chen Luyao Tang Feng Liu Gangming Zhao Yue Huang Yizhou Yu 42 31 0 14 Oct 2022
Sample Efficient Dynamics Learning for Symmetrical Legged Robots:Leveraging Physics Invariance and Geometric Symmetries Jee-eun Lee Jaemin Lee T. Bandyopadhyay Luis Sentis DRL 31 2 0 13 Oct 2022
Self-Supervised Learning of Linear Precoders under Non-Linear PA Distortion for Energy-Efficient Massive MIMO Systems Thomas Feys Xavier Mestre François Rottenberg 11 2 0 13 Oct 2022
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 67 91 0 12 Oct 2022
Uplifting Message Passing Neural Network with Graph Original Information Xiao Liu Lijun Zhang Hui Guan GNN 26 2 0 08 Oct 2022
Weisfeiler-Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic Graphs Silvia Beddar-Wiesing Giuseppe Alessio D’Inverno C. Graziani Veronica Lachi Alice Moallemy-Oureh F. Scarselli J. M. Thomas 31 9 0 08 Oct 2022
GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation O. Sýkora P. Phothilimthana Charith Mendis Amir Yazdanbakhsh GNN 45 21 0 08 Oct 2022
Specialized Re-Ranking: A Novel Retrieval-Verification Framework for Cloth Changing Person Re-Identification Renjie Zhang Yu Fang Huaxin Song Fangbin Wan Yanwei Fu Hirokazu Kato Yang Wu 97 12 0 07 Oct 2022
Achieving and Understanding Out-of-Distribution Generalization in Systematic Reasoning in Small-Scale Transformers A. Nam Mustafa Abdool Trevor C. Maxfield James L. McClelland NAI LRM AI4CE 28 1 0 07 Oct 2022
Expander Graph Propagation Andreea Deac Marc Lackenby Petar Velivcković 96 52 0 06 Oct 2022
Efficient Learning of Mesh-Based Physical Simulation with BSMS-GNN Yadi Cao Menglei Chai Minchen Li Chenfanfu Jiang AI4CE 29 19 0 05 Oct 2022
Relational Proxies: Emergent Relationships as Fine-Grained Discriminators Abhra Chaudhuri Massimiliano Mancini Zeynep Akata Anjan Dutta 28 4 0 05 Oct 2022
Stateful active facilitator: Coordination and Environmental Heterogeneity in Cooperative Multi-Agent Reinforcement Learning Dianbo Liu Vedant Shah Oussama Boussif Cristian Meo Anirudh Goyal Tianmin Shu Michael C. Mozer N. Heess Yoshua Bengio 24 7 0 04 Oct 2022
MultiScale MeshGraphNets Meire Fortunato Tobias Pfaff Peter Wirnsberger Alexander Pritzel Peter W. Battaglia AI4CE 30 68 0 02 Oct 2022
GFlowNets and variational inference Nikolay Malkin Salem Lahlou T. Deleu Xu Ji J. E. Hu Katie Everett Dinghuai Zhang Yoshua Bengio BDL 134 77 0 02 Oct 2022
Dynamic Inference on Graphs using Structured Transition Models Saumya Saxena Oliver Kroemer AI4CE 49 0 0 29 Sep 2022
Zero-shot visual reasoning through probabilistic analogical mapping Taylor Webb Shuhao Fu Trevor Bihl K. Holyoak Hongjing Lu LRM 58 12 0 29 Sep 2022
Deep learning and multi-level featurization of graph representations of microstructural data Reese E. Jones C. Safta A. Frankel AI4CE 40 4 0 29 Sep 2022
A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective Chaoqi Chen Yushuang Wu Qiyuan Dai Hong-Yu Zhou Mutian Xu Sibei Yang Xiaoguang Han Yizhou Yu ViT MedIm AI4CE 27 73 0 27 Sep 2022
Learned Force Fields Are Ready For Ground State Catalyst Discovery Michael Schaarschmidt M. Rivière A. Ganose J. Spencer Alex Gaunt J. Kirkpatrick Simon Axelrod Peter W. Battaglia Jonathan Godwin 44 10 0 26 Sep 2022
Graph Neural Networks for Multi-Robot Active Information Acquisition Mariliza Tzes N. Bousias Evangelos Chatzipantazis George J. Pappas GNN 84 33 0 24 Sep 2022
Planning for Multi-Object Manipulation with Graph Neural Network Relational Classifiers Yixuan Huang Adam Conkey Tucker Hermans 17 26 0 24 Sep 2022
Exact conservation laws for neural network integrators of dynamical systems E. Müller PINN 47 12 0 23 Sep 2022
Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network Ravinder Bhattoo Sayan Ranu N. M. A. Krishnan AI4CE 34 17 0 23 Sep 2022
Lightweight Transformers for Human Activity Recognition on Mobile Devices Sannara Ek François Portet P. Lalanda 37 28 0 22 Sep 2022
Memory-Augmented Graph Neural Networks: A Brain-Inspired Review Guixiang Ma Vy A. Vo Ted Willke Nesreen Ahmed 35 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 21 2 0 21 Sep 2022
Towards Real Time Thermal Simulations for Design Optimization using Graph Neural Networks H. Sanchis-Alepuz Monika Stipsitz AI4CE 14 4 0 21 Sep 2022
Neural Graph Databases Maciej Besta Patrick Iff Florian Scheidl Kazuki Osawa Nikoli Dryden Michal Podstawski Tiancheng Chen Torsten Hoefler AI4CE 47 9 0 20 Sep 2022
Distributed representations of graphs for drug pair scoring P. Scherer Pietro Lio M. Jamnik 39 2 0 19 Sep 2022
Learning Pair Potentials using Differentiable Simulations Wujie Wang Zhenghao Wu Rafael Gómez-Bombarelli 25 23 0 16 Sep 2022
Earthquake Phase Association with Graph Neural Networks I. McBrearty G. Beroza 27 39 0 15 Sep 2022
Predicting Drug-Drug Interactions using Deep Generative Models on Graphs Nhat-Khang Ngô Truong-Son Hy Risi Kondor BDL GNN 27 3 0 14 Sep 2022
Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks Hyungeun Lee Kijung Yoon AI4CE 31 2 0 14 Sep 2022
Scalable Spatiotemporal Graph Neural Networks Andrea Cini Ivan Marisca F. Bianchi Cesare Alippi AI4TS AI4CE 34 49 0 14 Sep 2022
Graph Neural Networks for Molecules Yuyang Wang Zijie Li A. Farimani GNN AI4CE 50 20 0 12 Sep 2022
Graph Neural Modeling of Network Flows Victor-Alexandru Darvariu Stephen Hailes Mirco Musolesi GNN 26 4 0 12 Sep 2022
Continual Learning for Pose-Agnostic Object Recognition in 3D Point Clouds Xihao Wang Xian Wei 3DPC 38 5 0 11 Sep 2022
Multimodal learning with graphs Yasha Ektefaie George Dasoulas Ayush Noori Maha Farhat Marinka Zitnik 51 83 0 07 Sep 2022
Models and Benchmarks for Representation Learning of Partially Observed Subgraphs Dongkwan Kim Jiho Jin Jaimeen Ahn Alice Oh 45 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 29 99 0 29 Aug 2022
Unsupervised Representation Learning in Deep Reinforcement Learning: A Review N. Botteghi M. Poel C. Brune SSL OffRL 36 11 0 27 Aug 2022
Interaction Modeling with Multiplex Attention Fan-Yun Sun Isaac Kauvar Ruohan Zhang Jiachen Li Mykel Kochenderfer Jiajun Wu Nick Haber 24 19 0 23 Aug 2022