Title
Modeling Dynamics over Meshes with Gauge Equivariant Nonlinear Message Passing Jung Yeon Park Lawson L. S. Wong Robin Walters AI4CE 72 0 0 30 Oct 2023
Self Attention with Temporal Prior: Can We Learn More from Arrow of Time? Kyung Geun Kim Byeong Tak Lee AI4TS 44 0 0 29 Oct 2023
Towards Combinatorial Generalization for Catalysts: A Kohn-Sham Charge-Density Approach Phillip Pope David Jacobs 59 3 0 28 Oct 2023
ViCLEVR: A Visual Reasoning Dataset and Hybrid Multimodal Fusion Model for Visual Question Answering in Vietnamese Khiem Vinh Tran Hao Phu Phan Kiet Van Nguyen Ngan Luu-Thuy Nguyen 49 7 0 27 Oct 2023
Unleashing the potential of GNNs via Bi-directional Knowledge Transfer Shuai Zheng Zhizhe Liu Zhenfeng Zhu Xingxing Zhang Jianxin Li Yao-Min Zhao 71 0 0 26 Oct 2023
Density of States Prediction of Crystalline Materials via Prompt-guided Multi-Modal Transformer Namkyeong Lee Heewoong Noh Sungwon Kim Dongmin Hyun Gyoung S. Na Chanyoung Park 54 6 0 24 Oct 2023
Graph Deep Learning for Time Series Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS AI4CE 124 16 0 24 Oct 2023
Graph Neural Networks and Applied Linear Algebra Nicholas S. Moore Eric C. Cyr Peter Ohm C. Siefert R. Tuminaro 71 4 0 21 Oct 2023
Augment with Care: Enhancing Graph Contrastive Learning with Selective Spectrum Perturbation Kaiqi Yang Haoyu Han Wei Jin Hui Liu 64 2 0 20 Oct 2023
Physics-Informed Graph Convolutional Networks: Towards a generalized framework for complex geometries M. Chenaud José Alves Frédéric Magoulès AI4CE PINN 95 1 0 20 Oct 2023
Agri-GNN: A Novel Genotypic-Topological Graph Neural Network Framework Built on GraphSAGE for Optimized Yield Prediction Aditya Gupta Asheesh Singh 53 6 0 19 Oct 2023
Building a Graph-based Deep Learning network model from captured traffic traces Carlos Güemes-Palau Miquel Ferriol Galmés A. Cabellos-Aparicio Pere Barlet-Ros GNN 82 2 0 18 Oct 2023
Towards Inferring Users' Impressions of Robot Performance in Navigation Scenarios Qiping Zhang Deyuan Li Booyeon Choi Jie Tan Hao-Tien Lewis Chiang Nathan Tsoi 87 0 0 17 Oct 2023
Self-supervision meets kernel graph neural models: From architecture to augmentations Jiawang Dan Ruofan Wu Yunpeng Liu Baokun Wang Changhua Meng ... Tianyi Zhang Ningtao Wang Xin Fu Qi Li Weiqiang Wang SSL 78 1 0 17 Oct 2023
Equivariant Matrix Function Neural Networks Ilyes Batatia Lars L. Schaaf Huajie Chen Gábor Csányi Christoph Ortner Felix A. Faber 85 6 0 16 Oct 2023
Does Graph Distillation See Like Vision Dataset Counterpart? Beining Yang Kai Wang Qingyun Sun Cheng Ji Xingcheng Fu Hao Tang Yang You Jianxin Li DD 71 45 0 13 Oct 2023
Relational Prior Knowledge Graphs for Detection and Instance Segmentation Osman Ülger Yu Wang Ysbrand Galama Sezer Karaoglu Theo Gevers Martin R. Oswald 122 1 0 11 Oct 2023
Neural Relational Inference with Fast Modular Meta-learning Ferran Alet Erica Weng Tomás Lozano Pérez L. Kaelbling 135 57 0 10 Oct 2023
An Edge-Aware Graph Autoencoder Trained on Scale-Imbalanced Data for Traveling Salesman Problems Shiqing Liu Xueming Yan Yaochu Jin 106 8 0 10 Oct 2023
Nonlinear Correct and Smooth for Semi-Supervised Learning Yuanhang Shao Xiuwen Liu 62 1 0 09 Oct 2023
Locality-Aware Generalizable Implicit Neural Representation Doyup Lee Chiheon Kim Minsu Cho Wook-Shin Han 87 12 0 09 Oct 2023
Provable Compositional Generalization for Object-Centric Learning Thaddäus Wiedemer Jack Brady Alexander Panfilov Attila Juhos Matthias Bethge Wieland Brendel OCL 93 22 0 09 Oct 2023
Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets Dominique Beaini Shenyang Huang Joao Alex Cunha Zhiyi Li Gabriela Moisescu-Pareja ... Thérence Bois Andrew Fitzgibbon Bla.zej Banaszewski Chad Martin Dominic Masters AI4CE 120 25 0 06 Oct 2023
Fishnets: Information-Optimal, Scalable Aggregation for Sets and Graphs T. Lucas Makinen Justin Alsing Benjamin Dan Wandelt GNN FedML 65 3 0 05 Oct 2023
Learning Hierarchical Relational Representations through Relational Convolutions Awni Altabaa John Lafferty 57 2 0 05 Oct 2023
Inferring Inference Rajkumar Vasudeva Raju Zhe Li Scott W. Linderman Xaq Pitkow 85 1 0 04 Oct 2023
Neural Bayes Estimators for Irregular Spatial Data using Graph Neural Networks Matthew Sainsbury-Dale A. Zammit‐Mangion J. Richards Raphael Huser 670 15 0 04 Oct 2023
Locality-Aware Graph-Rewiring in GNNs Federico Barbero A. Velingker Amin Saberi Michael M. Bronstein Francesco Di Giovanni 106 33 0 02 Oct 2023
Algebras of actions in an agent's representations of the world Alexander Dean Eduardo Alonso Esther Mondragón 58 0 0 02 Oct 2023
The Optimal use of Segmentation for Sampling Calorimeters Fernando Torales Acosta Bishnu Karki P. Karande Aaron Angerami M. Arratia K. Barish R. Milton Sebastián Morán Benjamin Nachman Anshuman Sinha 74 6 0 02 Oct 2023
A Unified View on Neural Message Passing with Opinion Dynamics for Social Networks Outongyi Lv Bingxin Zhou Jing Wang Xiang Xiao Weishu Zhao Lirong Zheng 69 1 0 02 Oct 2023
Modularity in Deep Learning: A Survey Haozhe Sun Isabelle Guyon MoMe 102 3 0 02 Oct 2023
GNRK: Graph Neural Runge-Kutta method for solving partial differential equations Hoyun Choi Sungyeop Lee B. Kahng Junghyo Jo AI4CE 108 1 0 01 Oct 2023
Learning State-Augmented Policies for Information Routing in Communication Networks Sourajit Das Navid Naderializadeh Alejandro Ribeiro 88 2 0 30 Sep 2023
Reusability report: Prostate cancer stratification with diverse biologically-informed neural architectures Christian Pedersen Tiberiu Teşileanu Tinghui Wu Siavash Golkar M. Cranmer Zijun Zhang Shirley Ho 21 0 0 28 Sep 2023
LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite Stefania Costantini Gianluca Galletti Fabian Fritz Stefan Adami Nikolaus A. Adams 114 15 0 28 Sep 2023
Residual Scheduling: A New Reinforcement Learning Approach to Solving Job Shop Scheduling Problem Kuo-Hao Ho Jui-Yu Cheng Ji-Han Wu Chiang Fan Yen-Chi Chen Yuan-Yu Wu I-Chen Wu 59 13 0 27 Sep 2023
Deep Learning in Deterministic Computational Mechanics L. Herrmann Stefan Kollmannsberger AI4CE PINN 118 0 0 27 Sep 2023
Learning dislocation dynamics mobility laws from large-scale MD simulations N. Bertin Vasily V. Bulatov Fei Zhou AI4CE 35 11 0 25 Sep 2023
Accelerating Particle and Fluid Simulations with Differentiable Graph Networks for Solving Forward and Inverse Problems Krishna Kumar Yonjin Choi AI4CE 60 7 0 23 Sep 2023
Graph Neural Network for Stress Predictions in Stiffened Panels Under Uniform Loading Yuecheng Cai J. Jelovica AI4CE 56 0 0 22 Sep 2023
SALSA-CLRS: A Sparse and Scalable Benchmark for Algorithmic Reasoning Julian Minder Florian Grötschla Joël Mathys Roger Wattenhofer 114 9 0 21 Sep 2023
Using deep learning to construct stochastic local search SAT solvers with performance bounds Maximilian Kramer Paul Boes NAI 97 0 0 20 Sep 2023
Graph Neural Networks for Dynamic Modeling of Roller Bearing Vinay Sharma Jens Ravesloot C. Taal Olga Fink AI4CE 73 0 0 19 Sep 2023
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction Taylor Webb Steven M. Frankland Awni Altabaa Simon N. Segert Kamesh Krishnamurthy ... Tyler Giallanza Zack Dulberg Randall O'Reilly John Lafferty Jonathan D. Cohen 85 31 0 12 Sep 2023
Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh Matthias Karlbauer Nathaniel Cresswell-Clay Dale Durran Raul A Moreno Thorsten Kurth Boris Bonev Noah D. Brenowitz Martin Volker Butz MDE 93 24 0 11 Sep 2023
Diffusion Generative Inverse Design Marin Vlastelica Tatiana López-Guevara Kelsey R. Allen Peter Battaglia Arnaud Doucet Kimberley L. Stachenfeld DiffM 57 1 0 05 Sep 2023
iLoRE: Dynamic Graph Representation with Instant Long-term Modeling and Re-occurrence Preservation Siwei Zhang Yun Xiong Yao Zhang Xixi Wu Yiheng Sun Jiawei Zhang AI4TS 71 4 0 05 Sep 2023
ExMobileViT: Lightweight Classifier Extension for Mobile Vision Transformer Gyeongdong Yang Yungwook Kwon Hyunjin Kim ViT 32 2 0 04 Sep 2023
Geometry-Informed Neural Operator for Large-Scale 3D PDEs Zong-Yi Li Nikola B. Kovachki Chris Choy Boyi Li Jean Kossaifi ... M. A. Nabian Maximilian Stadler Christian Hundt Kamyar Azizzadenesheli Anima Anandkumar AI4CE 125 152 0 01 Sep 2023