Title
A Finite Element-Inspired Hypergraph Neural Network: Application to Fluid Dynamics Simulations Rui Gao Indu Kant Deo R. Jaiman AI4CE 31 19 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 33 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 23 276 0 24 Dec 2022
Relational Local Explanations V. Borisov Gjergji Kasneci FAtt 22 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 21 44 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 19 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 29 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 19 51 0 18 Dec 2022
Leave Graphs Alone: Addressing Over-Squashing without Rewiring Adam Santoro Ashish Vaswani 24 11 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 41 16 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 34 34 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 21 16 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 38 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 36 18 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 23 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 38 6 0 27 Nov 2022
Meta Architecture for Point Cloud Analysis Haojia Lin Xiawu Zheng Lijiang Li Rongrong Ji Sha Wang Yan Wang Yonghong Tian Rongrong Ji 3DPC 33 45 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 21 9 0 22 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 43 1 0 22 Nov 2022
Learnable Graph Convolutional Attention Networks Adrián Javaloy Pablo Sánchez-Martín Amit Levi Isabel Valera GNN 24 10 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 56 70 0 21 Nov 2022
Synthesizing Coherent Story with Auto-Regressive Latent Diffusion Models Xichen Pan Pengda Qin Yuhong Li Hui Xue Wenhu Chen DiffM 29 62 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 29 23 0 18 Nov 2022
GNS: A generalizable Graph Neural Network-based simulator for particulate and fluid modeling Krishna Kumar J. Vantassel AI4CE 17 10 0 18 Nov 2022
Explainability Via Causal Self-Talk Nicholas A. Roy Junkyung Kim Neil C. Rabinowitz CML 26 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 22 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 29 2 0 15 Nov 2022
Dynamic Collaborative Multi-Agent Reinforcement Learning Communication for Autonomous Drone Reforestation P. D. Siedler AI4CE 28 4 0 14 Nov 2022
Methods for Recovering Conditional Independence Graphs: A Survey H. Shrivastava Urszula Chajewska CML 22 11 0 13 Nov 2022
A Comprehensive Survey on Distributed Training of Graph Neural Networks Haiyang Lin Yurui Lai Xiaochun Ye Xiaochun Ye Shirui Pan Wenguang Chen Yuan Xie GNN 30 24 0 10 Nov 2022
Application of Graph Neural Networks and graph descriptors for graph classification J. Adamczyk FaML 39 5 0 07 Nov 2022
Characterizing the Efficiency of Graph Neural Network Frameworks with a Magnifying Glass Xin Huang Jongryool Kim Brad Rees Chul-Ho Lee GNN 29 4 0 06 Nov 2022
1-D Convolutional Graph Convolutional Networks for Fault Detection in Distributed Energy Systems Bang L. H. Nguyen T. Vu Thai-Thanh Nguyen M. Panwar R. Hovsapian 22 3 0 05 Nov 2022
Port-metriplectic neural networks: thermodynamics-informed machine learning of complex physical systems Quercus Hernandez Alberto Badías Francisco Chinesta Elías Cueto PINN AI4CE 29 13 0 03 Nov 2022
Multi-Agent Reinforcement Learning for Adaptive Mesh Refinement Jiachen Yang K. Mittal T. Dzanic S. Petrides B. Keith Brenden K. Petersen Daniel Faissol R. Anderson 31 8 0 02 Nov 2022
Towards Better Out-of-Distribution Generalization of Neural Algorithmic Reasoning Tasks Sadegh Mahdavi Kevin Swersky Thomas Kipf Milad Hashemi Christos Thrampoulidis Renjie Liao LRM OOD NAI 49 25 0 01 Nov 2022
GLINKX: A Scalable Unified Framework For Homophilous and Heterophilous Graphs Marios Papachristou Rishab Goel Frank Portman M. Miller Rong Jin 21 0 0 01 Nov 2022
Distributed Graph Neural Network Training: A Survey Yingxia Shao Hongzheng Li Xizhi Gu Hongbo Yin Yawen Li Xupeng Miao Wentao Zhang Bin Cui Lei Chen GNN AI4CE 11 56 0 01 Nov 2022
When Do We Need Graph Neural Networks for Node Classification? Sitao Luan Chenqing Hua Qincheng Lu Jiaqi Zhu Xiaoming Chang Doina Precup 32 0 0 30 Oct 2022
A Comparative Study of Graph Neural Networks for Shape Classification in Neuroimaging N. Shehata Wulfie Bain Ben Glocker 52 2 0 29 Oct 2022
M3FGM:a node masking and multi-granularity message passing-based federated graph model for spatial-temporal data prediction Yuxing Tian Zheng Liu Yanwen Qu Song Li Jiachi Luo AI4CE 24 0 0 27 Oct 2022
Policy-Guided Lazy Search with Feedback for Task and Motion Planning M. Khodeir Atharv Sonwane Ruthrash Hari Florian Shkurti 28 6 0 25 Oct 2022
$$\texttt{Mangrove}$: Learning Galaxy Properties from Merger Trees$ $\texttt{Mangrove}$ : Learning Galaxy Properties from Merger Trees C. K. Jespersen M. Cranmer Peter Melchior S. Ho R. Somerville Austen Gabrielpillai 13 16 0 24 Oct 2022
Thermodynamics-informed neural networks for physically realistic mixed reality Quercus Hernandez Alberto Badías Francisco Chinesta Elías Cueto PINN AI4CE 22 16 0 24 Oct 2022
Lexical Generalization Improves with Larger Models and Longer Training Elron Bandel Yoav Goldberg Yanai Elazar 64 6 0 23 Oct 2022
Learning Feasibility of Factored Nonlinear Programs in Robotic Manipulation Planning Joaquim Ortiz de Haro Jung-Su Ha Danny Driess E. Karpas Marc Toussaint 27 2 0 22 Oct 2022
Benchmarking GPU and TPU Performance with Graph Neural Networks X. Ju Yunsong Wang D. Murnane Nicholas Choma S. Farrell P. Calafiura GNN 18 2 0 21 Oct 2022
FoSR: First-order spectral rewiring for addressing oversquashing in GNNs Kedar Karhadkar P. Banerjee Guido Montúfar 34 57 0 21 Oct 2022
gSuite: A Flexible and Framework Independent Benchmark Suite for Graph Neural Network Inference on GPUs Taha Tekdogan Serkan Göktas Ayse Yilmazer-Metin 28 0 0 20 Oct 2022
Conditional Goal-oriented Trajectory Prediction for Interacting Vehicles with Vectorized Representation Ding Li Qichao Zhang Shuai Lu Yifeng Pan Dongbin Zhao 26 5 0 19 Oct 2022