Title
MTP-GO: Graph-Based Probabilistic Multi-Agent Trajectory Prediction with Neural ODEs Theodor Westny Joel Oskarsson Björn Olofsson Erik Frisk 135 38 0 01 Feb 2023
Graph Neural Network Based Surrogate Model of Physics Simulations for Geometry Design Jian Cheng Wong C. Ooi Joyjit Chattoraj Lucas Lestandi Guoying Dong Umesh Kizhakkinan D. W. Rosen M. Jhon M. Dao AI4CE PINN 69 9 0 01 Feb 2023
Transformers Meet Directed Graphs Simon Geisler Yujia Li D. Mankowitz A. Cemgil Stephan Günnemann Cosmin Paduraru 111 39 0 31 Jan 2023
Zero-One Laws of Graph Neural Networks Sam Adam-Day Theodor-Mihai Iliant .Ismail .Ilkan Ceylan GNN AI4CE 51 4 0 30 Jan 2023
StriderNET: A Graph Reinforcement Learning Approach to Optimize Atomic Structures on Rough Energy Landscapes Vaibhav Bihani S. Manchanda Srikanth Sastry Sayan Ranu N. M. A. Krishnan GNN OffRL AI4CE 70 5 0 29 Jan 2023
Predicting Visit Cost of Obstructive Sleep Apnea using Electronic Healthcare Records with Transformer Zhaoyang Chen Lina Siltala-Li Mikko Lassila Pekka Malo Eeva Vilkkumaa T. Saaresranta A. Virkki 69 5 0 28 Jan 2023
On the Connection Between MPNN and Graph Transformer Chen Cai Truong-Son Hy Rose Yu Yusu Wang 110 55 0 27 Jan 2023
Uplink Scheduling in Federated Learning: an Importance-Aware Approach via Graph Representation Learning Marco Skocaj Pedro Enrique Iturria-Rivera Roberto Verdone Melike Erol-Kantarci 66 1 0 27 Jan 2023
PhysGraph: Physics-Based Integration Using Graph Neural Networks Oshri Halimi E.T Larionov Zohar Barzelay Philipp Herholz Tuur Stuyck PINN OOD AI4CE 90 3 0 27 Jan 2023
Convolutional Learning on Simplicial Complexes Maosheng Yang Elvin Isufi 86 21 0 26 Jan 2023
Spatial Attention Kinetic Networks with E(n)-Equivariance Yuanqing Wang J. Chodera 82 17 0 21 Jan 2023
Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research Fabian Eitel Marc-Andre Schulz Moritz Seiler Henrik Walter K. Ritter AI4CE 83 44 0 20 Jan 2023
Everything is Connected: Graph Neural Networks Petar Velickovic GNN AI4CE 109 190 0 19 Jan 2023
Biases in Scholarly Recommender Systems: Impact, Prevalence, and Mitigation Michael Färber Melissa Coutinho Shuzhou Yuan 83 8 0 18 Jan 2023
EPiC-GAN: Equivariant Point Cloud Generation for Particle Jets E. Buhmann Gregor Kasieczka Jesse Thaler 3DPC 140 47 0 17 Jan 2023
Dataset Distillation: A Comprehensive Review Ruonan Yu Songhua Liu Xinchao Wang DD 163 131 0 17 Jan 2023
State of the Art and Potentialities of Graph-level Learning Zhenyu Yang Ge Zhang Hongzhi Zhang Jian Yang Quan.Z Sheng ... Charu C. Aggarwal Hao Peng Wenbin Hu Edwin R. Hancock Pietro Lio GNN AI4CE 125 15 0 14 Jan 2023
AGMN: Association Graph-based Graph Matching Network for Coronary Artery Semantic Labeling on Invasive Coronary Angiograms Chen Zhao Zhihui Xu Jingfeng Jiang Michele Esposito Drew Pienta Guang-Uei Hung Weihua Zhou 38 11 0 11 Jan 2023
Adaptively Clustering Neighbor Elements for Image-Text Generation Zihua Wang Xu Yang Hanwang Zhang Haiyang Xu Mingshi Yan Feisi Huang Yu Zhang VLM 172 0 0 05 Jan 2023
Deep Statistical Solver for Distribution System State Estimation Benjamin Habib Elvin Isufi Ward van Breda A. Jongepier J. Cremer 68 19 0 04 Jan 2023
An Analysis of Attention via the Lens of Exchangeability and Latent Variable Models Yufeng Zhang Boyi Liu Qi Cai Lingxiao Wang Zhaoran Wang 121 13 0 30 Dec 2022
A Finite Element-Inspired Hypergraph Neural Network: Application to Fluid Dynamics Simulations Rui Gao Indu Kant Deo R. Jaiman AI4CE 76 21 0 30 Dec 2022
VQA and Visual Reasoning: An Overview of Recent Datasets, Methods and Challenges R. Zakari Jim Wilson Owusu Hailin Wang Ke Qin Zaharaddeen Karami Lawal Yue-hong Dong LRM 73 16 0 26 Dec 2022
GraphCast: Learning skillful medium-range global weather forecasting Rémi R. Lam Alvaro Sanchez-Gonzalez Matthew Willson Peter Wirnsberger Meire Fortunato ... Oriol Vinyals Jacklynn Stott Alexander Pritzel S. Mohamed Peter W. Battaglia AI4Cl 141 290 0 24 Dec 2022
Relational Local Explanations V. Borisov Gjergji Kasneci FAtt 65 0 0 23 Dec 2022
RouteNet-Fermi: Network Modeling with Graph Neural Networks Miquel Ferriol Galmés Jordi Paillissé José Suárez-Varela Krzysztof Rusek Shihan Xiao Xiang Shi Xiangle Cheng Pere Barlet-Ros A. Cabellos-Aparicio GNN MoE 73 46 0 22 Dec 2022
Deep set conditioned latent representations for action recognition Akash Singh Tom De Schepper Kevin Mets P. Hellinckx José Oramas Steven Latré BDL 63 2 0 21 Dec 2022
ImPaKT: A Dataset for Open-Schema Knowledge Base Construction Luke Vilnis Zachary Kenneth Fisher Bhargav Kanagal Patrick C. Murray Sumit Sanghai 79 3 0 21 Dec 2022
Graph Neural Networks are Inherently Good Generalizers: Insights by Bridging GNNs and MLPs Chenxiao Yang Qitian Wu Jiahua Wang Junchi Yan AI4CE 119 56 0 18 Dec 2022
Leave Graphs Alone: Addressing Over-Squashing without Rewiring Adam Santoro Ashish Vaswani 56 14 0 13 Dec 2022
PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene Data Roei Herzig Ofir Abramovich Elad Ben-Avraham Assaf Arbelle Leonid Karlinsky Ariel Shamir Trevor Darrell Amir Globerson 138 18 0 08 Dec 2022
Learning rigid dynamics with face interaction graph networks Kelsey R. Allen Yulia Rubanova Tatiana López-Guevara William F. Whitney Alvaro Sanchez-Gonzalez Peter W. Battaglia Tobias Pfaff 3DH GNN AI4CE 99 37 0 07 Dec 2022
Calibration and generalizability of probabilistic models on low-data chemical datasets with DIONYSUS Gary Tom Riley J. Hickman Aniket N. Zinzuwadia A. Mohajeri Benjamín Sánchez-Lengeling A. Aspuru‐Guzik 82 17 0 03 Dec 2022
Gibbs-Helmholtz Graph Neural Network: capturing the temperature dependency of activity coefficients at infinite dilution E. Medina S. Linke Martin Stoll K. Sundmacher 87 11 0 02 Dec 2022
Convolution, aggregation and attention based deep neural networks for accelerating simulations in mechanics Saurabh Deshpande Raúl I. Sosa Stéphane P. A. Bordas J. Lengiewicz AI4CE 77 20 0 01 Dec 2022
A Deep Learning Approach to the Prediction of Drug Side-Effects on Molecular Graphs P. Bongini Elisa Messori Niccolò Pancino Monica Bianchini GNN OOD 47 2 0 30 Nov 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 69 6 0 27 Nov 2022
Meta Architecture for Point Cloud Analysis Haojia Lin Xiawu Zheng Lijiang Li Chia-Wen Lin Sha Wang Yan Wang Yonghong Tian Rongrong Ji 3DPC 72 48 0 26 Nov 2022
A generalized machine learning framework for brittle crack problems using transfer learning and graph neural networks Roberto Perera V. Agrawal AI4CE 32 11 0 22 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 97 1 0 22 Nov 2022
Learnable Graph Convolutional Attention Networks Adrián Javaloy Pablo Sánchez-Martín Amit Levi Isabel Valera GNN 71 11 0 21 Nov 2022
Teaching Structured Vision&Language Concepts to Vision&Language Models Sivan Doveh Assaf Arbelle Sivan Harary Yikang Shen Roei Herzig ... Donghyun Kim Raja Giryes Rogerio Feris S. Ullman Leonid Karlinsky VLM CoGe 124 72 0 21 Nov 2022
Synthesizing Coherent Story with Auto-Regressive Latent Diffusion Models Xichen Pan Pengda Qin Yuhong Li Hui Xue Wenhu Chen DiffM 97 65 0 20 Nov 2022
GPS++: An Optimised Hybrid MPNN/Transformer for Molecular Property Prediction Dominic Masters Josef Dean Kerstin Klaser Zhiyi Li Sam Maddrell-Mander Adam Sanders Hatem Helal D. Beker Ladislav Rampášek Dominique Beaini 69 24 0 18 Nov 2022
GNS: A generalizable Graph Neural Network-based simulator for particulate and fluid modeling Krishna Kumar J. Vantassel AI4CE 27 12 0 18 Nov 2022
Explainability Via Causal Self-Talk Nicholas A. Roy Junkyung Kim Neil C. Rabinowitz CML 87 7 0 17 Nov 2022
Parameter-Efficient Transformer with Hybrid Axial-Attention for Medical Image Segmentation Yiyue Hu Lei Zhang Nan Mu Leijun Liu ViT MedIm 44 1 0 17 Nov 2022
ParticleGrid: Enabling Deep Learning using 3D Representation of Materials Shehtab Zaman E. Ferguson Cécile Pereira D. Akhiyarov Mauricio Araya-Polo Kenneth Chiu DiffM AI4CE 73 2 0 15 Nov 2022
Dynamic Collaborative Multi-Agent Reinforcement Learning Communication for Autonomous Drone Reforestation P. D. Siedler AI4CE 62 4 0 14 Nov 2022
Methods for Recovering Conditional Independence Graphs: A Survey H. Shrivastava Urszula Chajewska CML 72 11 0 13 Nov 2022