Title
E( $3$ ) Equivariant Graph Neural Networks for Particle-Based Fluid Mechanics Artur Toshev Gianluca Galletti Johannes Brandstetter Stefan Adami Nikolaus A. Adams 66 5 0 31 Mar 2023
On the Relationships between Graph Neural Networks for the Simulation of Physical Systems and Classical Numerical Methods Artur Toshev Ludger Paehler A. Panizza Nikolaus A. Adams AI4CE PINN 76 5 0 31 Mar 2023
MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering Guillermo Bernárdez José Suárez-Varela Albert Lopez Xiang Shi Shihan Xiao Xiangle Cheng Pere Barlet-Ros A. Cabellos-Aparicio 77 24 0 31 Mar 2023
Multi-modal learning for geospatial vegetation forecasting V. Benson Claire Robin C. Requena-Mesa Lazaro Alonso Nuno Carvalhais José A. Cortés Zhihan Gao Nora Linscheid M. Weynants Markus Reichstein 81 12 0 28 Mar 2023
DefGraspNets: Grasp Planning on 3D Fields with Graph Neural Nets Isabella Huang Yashraj S. Narang R. Bajcsy Fabio Ramos Tucker Hermans Dieter Fox 54 11 0 28 Mar 2023
Neural Graph Reasoning: Complex Logical Query Answering Meets Graph Databases Hongyu Ren Mikhail Galkin Michael Cochez Zhaocheng Zhu J. Leskovec NAI GNN 120 38 0 26 Mar 2023
Informed Machine Learning, Centrality, CNN, Relevant Document Detection, Repatriation of Indigenous Human Remains M. A. Bashar R. Nayak G. Knapman Paul Turnbull C. Fforde 88 1 0 25 Mar 2023
Topological Reconstruction of Particle Physics Processes using Graph Neural Networks Lukas Ehrke J. A. Raine K. Zoch M. Guth T. Golling BDL AI4CE 74 10 0 24 Mar 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 100 120 0 23 Mar 2023
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image Segmentation Yi Lin Xiao Fang Dong Zhang Kwang-Ting Cheng Hao Chen MedIm 230 4 0 23 Mar 2023
Understanding Expressivity of GNN in Rule Learning Haiquan Qiu Yongqi Zhang Yong Li Quanming Yao AI4CE 54 6 0 22 Mar 2023
Neural Constraint Satisfaction: Hierarchical Abstraction for Combinatorial Generalization in Object Rearrangement Michael Chang Alyssa Dayan Franziska Meier Thomas Griffiths Sergey Levine Amy Zhang OCL OffRL 78 9 0 20 Mar 2023
Tangent Bundle Convolutional Learning: from Manifolds to Cellular Sheaves and Back Claudio Battiloro Zhiyang Wang Hans Riess Paolo Di Lorenzo Alejandro Ribeiro 76 11 0 20 Mar 2023
Predicting Density of States via Multi-modal Transformer Namkyeong Lee Heewoong Noh Sungwon Kim Dongmin Hyun Gyoung S. Na Chanyoung Park 27 3 0 13 Mar 2023
Informative regularization for a multi-layer perceptron RR Lyrae classifier under data shift Francisco Pérez-Galarce K. Pichara P. Huijse M. Catelán D. Méry 47 0 0 12 Mar 2023
Prefix-Tree Decoding for Predicting Mass Spectra from Molecules Samuel Goldman John Bradshaw Jiayi Xin Connor W. Coley 111 14 0 11 Mar 2023
Graph Neural Network contextual embedding for Deep Learning on Tabular Data Mario Villaizán-Vallelado Matteo Salvatori B. Carro Antonio J. Sánchez-Esguevillas AI4CE LMTD 58 16 0 11 Mar 2023
Neural Partial Differential Equations with Functional Convolution Z. Wu Xingzhe He Yijun Li Cheng Yang Rui Liu S. Xiong Bo Zhu 61 1 0 10 Mar 2023
PDSketch: Integrated Planning Domain Programming and Learning Jiayuan Mao Tomás Lozano-Pérez J. Tenenbaum L. Kaelbling 72 3 0 09 Mar 2023
On the Expressiveness and Generalization of Hypergraph Neural Networks Zhezheng Luo Jiayuan Mao J. Tenenbaum L. Kaelbling NAI AI4CE 45 5 0 09 Mar 2023
PC-JeDi: Diffusion for Particle Cloud Generation in High Energy Physics Matthew Leigh Debasish Sengupta Guillaume Quétant J. A. Raine K. Zoch T. Golling DiffM 86 46 0 09 Mar 2023
Using Memory-Based Learning to Solve Tasks with State-Action Constraints Mrinal Verghese C. Atkeson OffRL CLL 59 3 0 08 Mar 2023
Deep Occupancy-Predictive Representations for Autonomous Driving Eivind Meyer Lars Frederik Peiss Matthias Althoff 132 3 0 07 Mar 2023
Graph Neural Networks in Vision-Language Image Understanding: A Survey Henry Senior Greg Slabaugh Shanxin Yuan Luca Rossi GNN 89 21 0 07 Mar 2023
Ultra-High-Resolution Detector Simulation with Intra-Event Aware GAN and Self-Supervised Relational Reasoning H. Hashemi Nikolai Hartmann Sahand Sharifzadeh James Kahn T. Kuhr 100 4 0 07 Mar 2023
Graph Decision Transformer Shengchao Hu Li Shen Ya Zhang Dacheng Tao OffRL 85 17 0 07 Mar 2023
Learning Energy Conserving Dynamics Efficiently with Hamiltonian Gaussian Processes M. Ross Markus Heinonen 52 2 0 03 Mar 2023
Specformer: Spectral Graph Neural Networks Meet Transformers Deyu Bo Chuan Shi Lele Wang Renjie Liao 140 88 0 02 Mar 2023
Attention-based Graph Convolution Fusing Latent Structures and Multiple Features for Graph Neural Networks Yang Li Yuichi Tanaka 3DPC 61 0 0 02 Mar 2023
Supporting Future Electrical Utilities: Using Deep Learning Methods in EMS and DMS Algorithms O. Kundacina Gorana Gojić Milena Mitrović D. Mišković D. Vukobratović 37 0 0 01 Mar 2023
Connectivity Optimized Nested Graph Networks for Crystal Structures R. Ruff Patrick Reiser Jan Stuhmer Pascal Friederich GNN 120 11 0 27 Feb 2023
Graph-based Knowledge Distillation: A survey and experimental evaluation Jing Liu Tongya Zheng Guanzheng Zhang Qinfen Hao 65 8 0 27 Feb 2023
Contrastive Video Question Answering via Video Graph Transformer Junbin Xiao Pan Zhou Angela Yao Yicong Li Richang Hong Shuicheng Yan Tat-Seng Chua ViT 110 37 0 27 Feb 2023
Permutation-Invariant Set Autoencoders with Fixed-Size Embeddings for Multi-Agent Learning Ryan Kortvelesy Steven D. Morad Amanda Prorok AI4CE 64 2 0 24 Feb 2023
Grounding Graph Network Simulators using Physical Sensor Observations Jonas Linkerhägner Niklas Freymuth Paul Maria Scheikl F. Mathis-Ullrich Gerhard Neumann AI4CE 84 13 0 23 Feb 2023
Reusable Slotwise Mechanisms Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 100 4 0 21 Feb 2023
Learning Language Representations with Logical Inductive Bias Jianshu Chen NAI AI4CE LRM 51 3 0 19 Feb 2023
G-Signatures: Global Graph Propagation With Randomized Signatures Bernhard Schafl Lukas Gruber Johannes Brandstetter Sepp Hochreiter 160 2 0 17 Feb 2023
Modeling Polypharmacy and Predicting Drug-Drug Interactions using Deep Generative Models on Multimodal Graphs Nhat-Khang Ngô Truong-Son Hy Risi Kondor GNN BDL 36 2 0 17 Feb 2023
Eagle: Large-Scale Learning of Turbulent Fluid Dynamics with Mesh Transformers Steeven Janny Aurélien Béneteau Madiha Nadri Wolf Julie Digne Nicolas Thome Christian Wolf AI4CE 141 38 0 16 Feb 2023
Understanding Oversquashing in GNNs through the Lens of Effective Resistance Mitchell Black Qingsong Wang A. Nayyeri Yusu Wang 96 70 0 14 Feb 2023
EspalomaCharge: Machine learning-enabled ultra-fast partial charge assignment Yuanqing Wang Iván Pulido Kenichiro Takaba Benjamin Kaminow Jenke Scheen Lily Wang J. Chodera 68 19 0 14 Feb 2023
Geometric Clifford Algebra Networks David Ruhe Jayesh K. Gupta Steven De Keninck Max Welling Johannes Brandstetter AI4CE 139 37 0 13 Feb 2023
Multiscale Graph Neural Network Autoencoders for Interpretable Scientific Machine Learning Shivam Barwey Varun Shankar V. Viswanathan R. Maulik AI4CE 97 27 0 13 Feb 2023
Sketchy: Memory-efficient Adaptive Regularization with Frequent Directions Vladimir Feinberg Xinyi Chen Y. Jennifer Sun Rohan Anil Elad Hazan 101 13 0 07 Feb 2023
Multi-Scale Message Passing Neural PDE Solvers Léonard Equer T. Konstantin Rusch Siddhartha Mishra AI4CE 87 13 0 07 Feb 2023
Explainable Action Prediction through Self-Supervision on Scene Graphs Pawit Kochakarn D. Martini Daniel Omeiza Lars Kunze SSL 97 11 0 07 Feb 2023
GPS++: Reviving the Art of Message Passing for Molecular Property Prediction Dominic Masters Josef Dean Kerstin Klaser Zhiyi Li Sam Maddrell-Mander ... D. Beker Andrew Fitzgibbon Shenyang Huang Ladislav Rampášek Dominique Beaini 119 8 0 06 Feb 2023
GRANDE: a neural model over directed multigraphs with application to anti-money laundering Ruofan Wu Boqun Ma Hong Jin Wenlong Zhao Weiqiang Wang Tianyi Zhang 34 1 0 04 Feb 2023
Geometric Deep Learning for Autonomous Driving: Unlocking the Power of Graph Neural Networks With CommonRoad-Geometric Eivind Meyer Maurice Brenner Bowen Zhang Max Schickert Bilal Musani Matthias Althoff GNN 66 10 0 02 Feb 2023