Title
FraGNNet: A Deep Probabilistic Model for Mass Spectrum Prediction A. Young Fei Wang D. Wishart Bo Wang Hannes L. Röst Russell Greiner 31 3 0 02 Apr 2024
Entity-Centric Reinforcement Learning for Object Manipulation from Pixels Dan Haramati Tal Daniel Aviv Tamar LM&Ro OffRL OCL 34 10 0 01 Apr 2024
HERTA: A High-Efficiency and Rigorous Training Algorithm for Unfolded Graph Neural Networks Yongyi Yang Jiaming Yang Wei Hu Michal Dereziñski 48 0 0 26 Mar 2024
CANOS: A Fast and Scalable Neural AC-OPF Solver Robust To N-1 Perturbations Luis Piloto Sofia Liguori Sephora Madjiheurem M. Zgubič Sean Lovett Hamish Tomlinson Sophie Elster Chris Apps Sims Witherspoon 20 8 0 26 Mar 2024
GTAGCN: Generalized Topology Adaptive Graph Convolutional Networks Sukhdeep Singh Anuj Sharma Vinod Kumar Chauhan 26 0 0 22 Mar 2024
Graph Unitary Message Passing Haiquan Qiu Yatao Bian Quanming Yao 34 2 0 17 Mar 2024
Understanding the Double Descent Phenomenon in Deep Learning Marc Lafon Alexandre Thomas 15 2 0 15 Mar 2024
On the Markov Property of Neural Algorithmic Reasoning: Analyses and Methods Montgomery Bohde Meng Liu Alexandra Saxton Shuiwang Ji OOD 32 8 0 07 Mar 2024
JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework Artur P. Toshev Harish D. Ramachandran Jonas A. Erbesdobler Gianluca Galletti Johannes Brandstetter Nikolaus A. Adams 44 7 0 07 Mar 2024
Almost Surely Asymptotically Constant Graph Neural Networks Sam Adam-Day Michael Benedikt .Ismail .Ilkan Ceylan Ben Finkelshtein GNN 65 2 0 06 Mar 2024
Active Information Gathering for Long-Horizon Navigation Under Uncertainty by Learning the Value of Information Raihan Islam Arnob Gregory J. Stein 20 0 0 05 Mar 2024
CafkNet: GNN-Empowered Forward Kinematic Modeling for Cable-Driven Parallel Robots Zeqing Zhang Linhan Yang Cong Sun Weiwei Shang Jia Pan 36 2 0 28 Feb 2024
A Neural-Evolutionary Algorithm for Autonomous Transit Network Design Andrew Holliday Gregory Dudek 46 0 0 27 Feb 2024
A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations J. Storm I. Rocha F. P. Meer AI4CE 48 2 0 20 Feb 2024
Universal Physics Transformers: A Framework For Efficiently Scaling Neural Operators Benedikt Alkin Andreas Fürst Simon Schmid Lukas Gruber Markus Holzleitner Johannes Brandstetter PINN AI4CE 42 8 0 19 Feb 2024
Robust agents learn causal world models Jonathan G. Richens Tom Everitt OOD 116 36 0 16 Feb 2024
Physics-informed MeshGraphNets (PI-MGNs): Neural finite element solvers for non-stationary and nonlinear simulations on arbitrary meshes Tobias Würth Niklas Freymuth C. Zimmerling Gerhard Neumann Luise Kärger AI4CE 24 1 0 16 Feb 2024
Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling Ivan Marisca C. Alippi F. Bianchi AI4TS 32 8 0 16 Feb 2024
Multi-Hierarchical Surrogate Learning for Structural Dynamical Crash Simulations Using Graph Convolutional Neural Networks Jonas Kneifl Jörg Fehr Steven L. Brunton J. Nathan Kutz AI4CE 24 1 0 14 Feb 2024
DisGNet: A Distance Graph Neural Network for Forward Kinematics Learning of Gough-Stewart Platform Huizhi Zhu Wen-Xia Xu Jian Huang Jiaxin Li 18 0 0 14 Feb 2024
Graph Feature Preprocessor: Real-time Extraction of Subgraph-based Features from Transaction Graphs Jovan Blanusa Maximo Cravero Baraja Andreea Anghel Luc von Niederhäusern Erik Altman Haris Pozidis Kubilay Atasu 148 0 0 13 Feb 2024
Learning time-dependent PDE via graph neural networks and deep operator network for robust accuracy on irregular grids S. Cho Jae Yong Lee Hyung Ju Hwang GNN AI4CE 16 3 0 13 Feb 2024
Generalization Error of Graph Neural Networks in the Mean-field Regime Gholamali Aminian Yixuan He G. Reinert Lukasz Szpruch Samuel N. Cohen 43 3 0 10 Feb 2024
Neural SPH: Improved Neural Modeling of Lagrangian Fluid Dynamics Artur P. Toshev Jonas A. Erbesdobler Nikolaus A. Adams Johannes Brandstetter AI4CE 40 4 0 09 Feb 2024
LightningNet: Distributed Graph-based Cellular Network Performance Forecasting for the Edge Konstantinos Zacharopoulos Georgios Koutroumpas Ioannis Arapakis Konstantinos Georgopoulos Javad Khangosstar Sotiris Ioannidis GNN 10 0 0 08 Feb 2024
Two Trades is not Baffled: Condensing Graph via Crafting Rational Gradient Matching Tianle Zhang Yuchen Zhang Kun Wang Kai Wang Beining Yang Kaipeng Zhang Wenqi Shao Ping Liu Joey Tianyi Zhou Yang You DD 63 13 0 07 Feb 2024
HAMLET: Graph Transformer Neural Operator for Partial Differential Equations Andrey Bryutkin Jiahao Huang Zhongying Deng Guang Yang Carola-Bibiane Schönlieb Angelica E. Avilés-Rivero 38 6 0 05 Feb 2024
GITA: Graph to Visual and Textual Integration for Vision-Language Graph Reasoning Yanbin Wei Shuai Fu Weisen Jiang Zejian Zhang Zhixiong Zeng Qi Wu James T. Kwok Yu Zhang 33 11 0 03 Feb 2024
Ultrafast jet classification on FPGAs for the HL-LHC Patrick Odagiu Zhiqiang Que Javier Mauricio Duarte J. Haller Gregor Kasieczka ... Arpita Seksaria S. Summers A. Sznajder A. Tapper Thea Klæboe Årrestad 24 3 0 02 Feb 2024
Multi-Agent Dynamic Relational Reasoning for Social Robot Navigation Jiachen Li Chuanbo Hua Hengbo Ma Jinkyoo Park Victoria M. Dax Mykel J. Kochenderfer 30 9 0 22 Jan 2024
Scaling Face Interaction Graph Networks to Real World Scenes Tatiana López-Guevara Yulia Rubanova William F. Whitney Tobias Pfaff Kimberly L. Stachenfeld Kelsey R. Allen AI4CE GNN 3DH 15 2 0 22 Jan 2024
Inverse analysis of granular flows using differentiable graph neural network simulator Yongjin Choi Krishna Kumar AI4CE 19 6 0 17 Jan 2024
Structure-based out-of-distribution (OOD) materials property prediction: a benchmark study Sadman Sadeed Omee Nihang Fu Rongzhi Dong Ming Hu Jianjun Hu OOD 23 17 0 16 Jan 2024
The two-way knowledge interaction interface between humans and neural networks Zhanliang He Nuoye Xiong Hongsheng Li Peiyi Shen Guangming Zhu Liang Zhang HAI 10 0 0 10 Jan 2024
GNNShap: Scalable and Accurate GNN Explanation using Shapley Values Selahattin Akkas Ariful Azad FAtt 32 3 0 09 Jan 2024
Slot Structured World Models Jonathan Collu Riccardo Majellaro Aske Plaat Thomas M. Moerland OCL 20 1 0 08 Jan 2024
On the Necessity of Metalearning: Learning Suitable Parameterizations for Learning Processes Massinissa Hamidi A. Osmani 21 0 0 31 Dec 2023
3VL: Using Trees to Improve Vision-Language Models' Interpretability Nir Yellinek Leonid Karlinsky Raja Giryes CoGe VLM 49 4 0 28 Dec 2023
Unraveling the Key Components of OOD Generalization via Diversification Harold Benoit Liangze Jiang Andrei Atanov Ouguzhan Fatih Kar Mattia Rigotti Amir Zamir CML 29 2 0 26 Dec 2023
Topo-MLP : A Simplicial Network Without Message Passing K. Ramamurthy Aldo Guzmán-Sáenz Mustafa Hajij 49 8 0 19 Dec 2023
Multi-level Reasoning for Robotic Assembly: From Sequence Inference to Contact Selection Xinghao Zhu Devesh K. Jha Diego Romeres Lingfeng Sun Masayoshi Tomizuka Anoop Cherian 30 5 0 17 Dec 2023
When Graph Data Meets Multimodal: A New Paradigm for Graph Understanding and Reasoning Qihang Ai Jianwu Zhou Haiyun Jiang Lemao Liu Shuming Shi 15 1 0 16 Dec 2023
nuScenes Knowledge Graph -- A comprehensive semantic representation of traffic scenes for trajectory prediction Leon Mlodzian Zhigang Sun Hendrik Berkemeyer Sebastian Monka Zixu Wang Stefan Dietze Lavdim Halilaj J. Luettin 19 5 0 15 Dec 2023
Deep Generative Models for Detector Signature Simulation: A Taxonomic Review Baran Hashemi Claudius Krause 30 16 0 15 Dec 2023
Detecting Contextual Network Anomalies with Graph Neural Networks Hamid Latif José Suárez-Varela A. Cabellos-Aparicio Pere Barlet-Ros AI4TS 34 2 0 11 Dec 2023
Learning 3D Particle-based Simulators from RGB-D Videos William F. Whitney Tatiana López-Guevara Tobias Pfaff Yulia Rubanova Thomas Kipf Kimberly L. Stachenfeld Kelsey R. Allen VGen 27 11 0 08 Dec 2023
Graph Metanetworks for Processing Diverse Neural Architectures Derek Lim Haggai Maron Marc T. Law Jonathan Lorraine James Lucas AI4CE 29 30 0 07 Dec 2023
Toward Energy-Efficient Massive MIMO: Graph Neural Network Precoding for Mitigating Non-Linear PA Distortion Thomas Feys L. V. D. Perre Franccois Rottenberg 19 1 0 05 Dec 2023
Do AI models produce better weather forecasts than physics-based models? A quantitative evaluation case study of Storm Ciarán A. Charlton-Perez H. Dacre Simon Driscoll Suzanne L. Gray Ben Harvey ... Kieran M. R. Hunt Robert W. Lee Ranjini Swaminathan R. Vandaele Ambrogio Volonté AI4Cl 27 29 0 05 Dec 2023
Regularity as Intrinsic Reward for Free Play Cansu Sancaktar J. Piater Georg Martius 39 2 0 03 Dec 2023