Title
MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers Elias Boutros Khalil Christopher Morris Andrea Lodi AI4CE 88 56 0 27 May 2022
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations Ivan Marisca Andrea Cini Cesare Alippi AI4TS 90 68 0 26 May 2022
QGNN: Value Function Factorisation with Graph Neural Networks Ryan Kortvelesy Amanda Prorok 81 16 0 25 May 2022
Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing Linlu Qiu Peter Shaw Panupong Pasupat Tianze Shi Jonathan Herzig Emily Pitler Fei Sha Kristina Toutanova AI4CE LRM 158 54 0 24 May 2022
Asynchronous Neural Networks for Learning in Graphs Lukas Faber Roger Wattenhofer GNN 63 3 0 24 May 2022
Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions Masanobu Horie Naoto Mitsume PINN AI4CE 97 28 0 24 May 2022
Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines Sreejan Kumar Carlos G. Correa Ishita Dasgupta Raja Marjieh Michael Y. Hu Robert D. Hawkins Nathaniel D. Daw Jonathan D. Cohen Karthik Narasimhan Thomas Griffiths AI4CE 73 30 0 23 May 2022
Informed Pre-Training on Prior Knowledge Laura von Rueden Sebastian Houben K. Cvejoski Christian Bauckhage Nico Piatkowski 65 6 0 23 May 2022
Recent Advances in Embedding Methods for Multi-Object Tracking: A Survey Gaoang Wang Xiuming Zhang Lei Li VOT 170 17 0 22 May 2022
Coordinating Policies Among Multiple Agents via an Intelligent Communication Channel Dianbo Liu Vedant Shah Oussama Boussif Cristian Meo Anirudh Goyal Tianmin Shu Michael C. Mozer N. Heess Yoshua Bengio 66 0 0 21 May 2022
EGR: Equivariant Graph Refinement and Assessment of 3D Protein Complex Structures Alex Morehead Xiao Chen Tianqi Wu Jian Liu Jianlin Cheng 97 7 0 20 May 2022
LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial Optimisation David Ireland Giovanni Montana GNN 33 11 0 20 May 2022
Learning Interface Conditions in Domain Decomposition Solvers Ali Taghibakhshi Nicolas Nytko Tareq Uz Zaman S. MacLachlan Luke N. Olson Matthew West AI4CE 118 13 0 19 May 2022
Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis Maciej Besta Torsten Hoefler GNN 111 57 0 19 May 2022
Simplifying Node Classification on Heterophilous Graphs with Compatible Label Propagation Zhiqiang Zhong Sergey Ivanov Jun Pang 61 9 0 19 May 2022
A Simple Yet Effective SVD-GCN for Directed Graphs Chunya Zou Andi Han Lequan Lin Junbin Gao GNN 102 7 0 19 May 2022
GraphMapper: Efficient Visual Navigation by Scene Graph Generation Zachary Seymour Niluthpol Chowdhury Mithun Han-Pang Chiu S. Samarasekera Rakesh Kumar 101 8 0 17 May 2022
Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions Fang Wu Siyuan Li Lirong Wu Dragomir R. Radev Stan Z. Li 88 3 0 15 May 2022
The Design Space of E(3)-Equivariant Atom-Centered Interatomic Potentials Ilyes Batatia Simon L. Batzner D. P. Kovács Albert Musaelian G. Simm R. Drautz Christoph Ortner Boris Kozinsky Gábor Csányi 102 156 0 13 May 2022
A microstructure estimation Transformer inspired by sparse representation for diffusion MRI Tian-hui Zheng Cong Sun Weihao Zheng Wenzhong Shi Haotian Li Yi Sun Yi Zhang Guan Wang Chuyang Ye Dan Wu MedIm 48 15 0 13 May 2022
Graph Neural Networks for Propositional Model Counting Gaia Saveri Luca Bortolussi NAI LRM 35 2 0 09 May 2022
REMuS-GNN: A Rotation-Equivariant Model for Simulating Continuum Dynamics Mario Lino Stati Fotiadis Anil A. Bharath C. Cantwell AI4CE 59 3 0 05 May 2022
Towards Fast Simulation of Environmental Fluid Mechanics with Multi-Scale Graph Neural Networks Mario Lino Stathi Fotiadis Anil A. Bharath C. Cantwell AI4CE 80 12 0 05 May 2022
Learning Individual Interactions from Population Dynamics with Discrete-Event Simulation Model Yan Shen Fan Yang Ming-Xin Gao Wen Dong 98 0 0 04 May 2022
Group-Invariant Quantum Machine Learning Martín Larocca F. Sauvage Faris M. Sbahi Guillaume Verdon Patrick J. Coles M. Cerezo AI4CE 71 124 0 04 May 2022
RLFlow: Optimising Neural Network Subgraph Transformation with World Models Sean Parker Sami Alabed Eiko Yoneki 31 0 0 03 May 2022
Multi-Task Text Classification using Graph Convolutional Networks for Large-Scale Low Resource Language Mounika Marreddy Subba Reddy Oota Lakshmi Sireesha Vakada Venkata Charan Chinni R. Mamidi 49 12 0 02 May 2022
HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding Xiaosong Jia Peng Wu Li Chen Yunxing Liu Hongyang Li Junchi Yan 114 132 0 30 Apr 2022
SSR-GNNs: Stroke-based Sketch Representation with Graph Neural Networks Sheng Cheng Yi Ren Yezhou Yang 96 2 0 27 Apr 2022
Binding Actions to Objects in World Models Ondrej Biza Robert Platt Jan-Willem van de Meent Lawson L. S. Wong Thomas Kipf OCL 137 7 0 27 Apr 2022
Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distribution P. D. Siedler AI4CE 29 3 0 24 Apr 2022
Graph Neural Network based Agent in Google Research Football Yizhan Niu Jinglong Liu Yuhao Shi Jiren Zhu GNN 77 2 0 23 Apr 2022
PreTraM: Self-Supervised Pre-training via Connecting Trajectory and Map Chenfeng Xu Tian Li Chen Tang Lingfeng Sun Kurt Keutzer Masayoshi Tomizuka Alireza Fathi Wei Zhan 95 27 0 21 Apr 2022
Optimizing Tensor Network Contraction Using Reinforcement Learning E. Meirom Haggai Maron Shie Mannor Gal Chechik 44 17 0 18 Apr 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 142 14 0 18 Apr 2022
StepGame: A New Benchmark for Robust Multi-Hop Spatial Reasoning in Texts Zhengxiang Shi Qiang Zhang Aldo Lipani 143 75 0 18 Apr 2022
Theory of Graph Neural Networks: Representation and Learning Stefanie Jegelka GNN AI4CE 93 70 0 16 Apr 2022
Image Captioning In the Transformer Age Yangliu Xu Li Li Haiyang Xu Songfang Huang Fei Huang Jianfei Cai ViT 59 6 0 15 Apr 2022
Learning Object-Centered Autotelic Behaviors with Graph Neural Networks Ahmed Akakzia Olivier Sigaud 72 0 0 11 Apr 2022
From Modern CNNs to Vision Transformers: Assessing the Performance, Robustness, and Classification Strategies of Deep Learning Models in Histopathology Maximilian Springenberg A. Frommholz M. Wenzel Eva Weicken Jackie Ma Nils Strodthoff MedIm 75 46 0 11 Apr 2022
Lost in Latent Space: Disentangled Models and the Challenge of Combinatorial Generalisation M. Montero J. Bowers Rui Ponte Costa Casimir J. H. Ludwig Gaurav Malhotra DRL CoGe 91 13 0 05 Apr 2022
A Survey on Graph Representation Learning Methods Shima Khoshraftar A. An GNN AI4TS 112 124 0 04 Apr 2022
Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning Sreejan Kumar Ishita Dasgupta Nathaniel D. Daw Jonathan Cohen Thomas Griffiths 80 10 0 04 Apr 2022
Mutual information estimation for graph convolutional neural networks Marius Cervera Landsverk S. Riemer-Sørensen SSL GNN 57 1 0 31 Mar 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng Sungyong Seo Defu Cao Sam Griesemer Yan Liu PINN AI4CE 122 59 0 31 Mar 2022
Graph Neural Networks in IoT: A Survey Guimin Dong Mingyue Tang Zhiyuan Wang Jiechao Gao Sikun Guo Lihua Cai Robert Gutierrez Brad Campbell Laura E. Barnes M. Boukhechba GNN AI4CE 93 107 0 29 Mar 2022
Graph Neural Networks are Dynamic Programmers Andrew Dudzik Petar Velickovic 113 65 0 29 Mar 2022
Automatic Debate Evaluation with Argumentation Semantics and Natural Language Argument Graph Networks Ramon Ruiz-Dolz S. H. Barberá A. García-Fornes 102 13 0 28 Mar 2022
Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges S. Thais P. Calafiura G. Chachamis G. Dezoort Javier Mauricio Duarte S. Ganguly Michael Kagan D. Murnane Mark S. Neubauer K. Terao PINN AI4CE 121 31 0 23 Mar 2022
MetaMorph: Learning Universal Controllers with Transformers Agrim Gupta Linxi Fan Surya Ganguli Li Fei-Fei LM&Ro 66 96 0 22 Mar 2022