Title
Conditional Goal-oriented Trajectory Prediction for Interacting Vehicles with Vectorized Representation Ding Li Qichao Zhang Shuai Lu Yifeng Pan Dongbin Zhao 13 5 0 19 Oct 2022
MGNNI: Multiscale Graph Neural Networks with Implicit Layers Juncheng Liu Bryan Hooi Kenji Kawaguchi X. Xiao AI4CE 21 20 0 15 Oct 2022
Unsupervised Dense Nuclei Detection and Segmentation with Prior Self-activation Map For Histology Images Pingyi Chen Chenglu Zhu Zhongyi Shui Jiatong Cai S. Zheng Shichuan Zhang L. Yang 14 4 0 14 Oct 2022
Self-Supervised Learning of Linear Precoders under Non-Linear PA Distortion for Energy-Efficient Massive MIMO Systems Thomas Feys Xavier Mestre François Rottenberg 8 2 0 13 Oct 2022
Weisfeiler-Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic Graphs Silvia Beddar-Wiesing Giuseppe Alessio D’Inverno C. Graziani Veronica Lachi Alice Moallemy-Oureh F. Scarselli J. M. Thomas 24 9 0 08 Oct 2022
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Expander Graph Propagation Andreea Deac Marc Lackenby Petar Velivcković 96 51 0 06 Oct 2022
Relational Proxies: Emergent Relationships as Fine-Grained Discriminators Abhra Chaudhuri Massimiliano Mancini Zeynep Akata Anjan Dutta 11 4 0 05 Oct 2022
Stateful active facilitator: Coordination and Environmental Heterogeneity in Cooperative Multi-Agent Reinforcement Learning Dianbo Liu Vedant Shah Oussama Boussif Cristian Meo Anirudh Goyal Tianmin Shu Michael C. Mozer N. Heess Yoshua Bengio 22 7 0 04 Oct 2022
MultiScale MeshGraphNets Meire Fortunato Tobias Pfaff Peter Wirnsberger Alexander Pritzel Peter W. Battaglia AI4CE 25 68 0 02 Oct 2022
GFlowNets and variational inference Nikolay Malkin Salem Lahlou T. Deleu Xu Ji J. E. Hu Katie Everett Dinghuai Zhang Yoshua Bengio BDL 132 77 0 02 Oct 2022
Dynamic Inference on Graphs using Structured Transition Models Saumya Saxena Oliver Kroemer AI4CE 21 0 0 29 Sep 2022
Planning for Multi-Object Manipulation with Graph Neural Network Relational Classifiers Yixuan Huang Adam Conkey Tucker Hermans 15 26 0 24 Sep 2022
Exact conservation laws for neural network integrators of dynamical systems E. Müller PINN 37 12 0 23 Sep 2022
Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network Ravinder Bhattoo Sayan Ranu N. M. A. Krishnan AI4CE 26 17 0 23 Sep 2022
Towards Real Time Thermal Simulations for Design Optimization using Graph Neural Networks H. Sanchis-Alepuz Monika Stipsitz AI4CE 4 4 0 21 Sep 2022
Distributed representations of graphs for drug pair scoring P. Scherer Pietro Lio' M. Jamnik 14 2 0 19 Sep 2022
Multimodal learning with graphs Yasha Ektefaie George Dasoulas Ayush Noori Maha Farhat Marinka Zitnik 38 82 0 07 Sep 2022
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures Lars Odegaard Bentsen N. Warakagoda R. Stenbro P. Engelstad AI4TS 19 96 0 29 Aug 2022
Interaction Modeling with Multiplex Attention Fan-Yun Sun Isaac Kauvar Ruohan Zhang Jiachen Li Mykel Kochenderfer Jiajun Wu Nick Haber 14 18 0 23 Aug 2022
TPM: Transition Probability Matrix -- Graph Structural Feature based Embedding Sarmad N. Mohammed Semra Gunducc 21 1 0 07 Aug 2022
Learning Hyper Label Model for Programmatic Weak Supervision Renzhi Wu Sheng Chen Jieyu Zhang Xu Chu 12 16 0 27 Jul 2022
Thermodynamics of learning physical phenomena Elías Cueto Francisco Chinesta AI4CE 16 22 0 26 Jul 2022
Innovations in Neural Data-to-text Generation: A Survey Mandar Sharma Ajay K. Gogineni Naren Ramakrishnan 6 10 0 25 Jul 2022
Is an Object-Centric Video Representation Beneficial for Transfer? Chuhan Zhang Ankush Gupta Andrew Zisserman ViT 19 26 0 20 Jul 2022
Densely Constrained Depth Estimator for Monocular 3D Object Detection Yingyan Li Yun-Chun Chen Jiawei He Zhaoxiang Zhang 3DPC MDE 14 32 0 20 Jul 2022
BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard Environment Zeyi Liu Zhenjia Xu Shuran Song 25 2 0 17 Jul 2022
Multi-Object Tracking and Segmentation via Neural Message Passing Guillem Brasó Orcun Cetintas Laura Leal-Taixe VOT 16 21 0 15 Jul 2022
Virtual stain transfer in histology via cascaded deep neural networks Xilin Yang Bijie Bai Yijie Zhang Yuzhu Li Kevin de Haan Tairan Liu Aydogan Ozcan MedIm 13 27 0 14 Jul 2022
Tuning the Geometry of Graph Neural Networks Sowon Jeong Claire Donnat AI4CE 19 1 0 12 Jul 2022
The Cosmic Graph: Optimal Information Extraction from Large-Scale Structure using Catalogues T. Lucas Makinen Tom Charnock Pablo Lemos Natalia Porqueres A. Heavens Benjamin Dan Wandelt 15 26 0 11 Jul 2022
Disentangled Action Recognition with Knowledge Bases Zhekun Luo Shalini Ghosh Devin Guillory Keizo Kato Trevor Darrell Huijuan Xu 21 7 0 04 Jul 2022
A Graph Isomorphism Network with Weighted Multiple Aggregators for Speech Emotion Recognition Ying Hu Yu Tang Hao-Ming Huang Liang He 18 5 0 03 Jul 2022
Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity Jianyi Yang Shaolei Ren 13 3 0 02 Jul 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 35 13 0 30 Jun 2022
Reliable Representations Make A Stronger Defender: Unsupervised Structure Refinement for Robust GNN Kuan Li Yang Liu Xiang Ao Jianfeng Chi Jinghua Feng Hao Yang Qing He AAML 36 63 0 30 Jun 2022
Fast Simulation of Particulate Suspensions Enabled by Graph Neural Network Zhan Ma Zisheng Ye Wenxiao Pan 30 14 0 17 Jun 2022
ComENet: Towards Complete and Efficient Message Passing for 3D Molecular Graphs Limei Wang Yi Liu Yu-Ching Lin Hao Liu Shuiwang Ji GNN 31 87 0 17 Jun 2022
Equivariant Descriptor Fields: SE(3)-Equivariant Energy-Based Models for End-to-End Visual Robotic Manipulation Learning Hyunwoo Ryu Jeong-Hoon Lee Honglak Lee Jongeun Choi 28 53 0 16 Jun 2022
Condensing Graphs via One-Step Gradient Matching Wei Jin Xianfeng Tang Haoming Jiang Zheng Li Danqing Zhang Jiliang Tang Bin Ying DD 21 97 0 15 Jun 2022
MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields Ilyes Batatia D. P. Kovács G. Simm Christoph Ortner Gábor Csányi 31 433 0 15 Jun 2022
DiffWire: Inductive Graph Rewiring via the Lovász Bound Adrián Arnaiz-Rodríguez Ahmed Begga Francisco Escolano Nuria Oliver 19 60 0 15 Jun 2022
Metric Based Few-Shot Graph Classification Donato Crisostomi Simone Antonelli Valentino Maiorca Luca Moschella R. Marin Emanuele Rodolà 16 5 0 08 Jun 2022
Shortest Path Networks for Graph Property Prediction Ralph Abboud Radoslav Dimitrov .Ismail .Ilkan Ceylan GNN 19 44 0 02 Jun 2022
Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions Masanobu Horie Naoto Mitsume PINN AI4CE 19 23 0 24 May 2022
Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis Maciej Besta Torsten Hoefler GNN 32 55 0 19 May 2022
GraphMapper: Efficient Visual Navigation by Scene Graph Generation Zachary Seymour Niluthpol Chowdhury Mithun Han-Pang Chiu S. Samarasekera Rakesh Kumar 16 8 0 17 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 9 11 0 05 May 2022
Group-Invariant Quantum Machine Learning Martín Larocca F. Sauvage Faris M. Sbahi Guillaume Verdon Patrick J. Coles M. Cerezo AI4CE 16 117 0 04 May 2022
HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding Xiaosong Jia Peng Wu Li Chen Y. Liu Hongyang Li Junchi Yan 21 120 0 30 Apr 2022