Title
MolGraph: a Python package for the implementation of molecular graphs and graph neural networks with TensorFlow and Keras Alexander Kensert G. Desmet D. Cabooter 20 3 0 21 Aug 2022
Intelligent problem-solving as integrated hierarchical reinforcement learning Manfred Eppe Christian Gumbsch Matthias Kerzel Phuong D. H. Nguyen Martin Volker Butz S. Wermter 31 75 0 18 Aug 2022
Learning Efficient Abstract Planning Models that Choose What to Predict Nishanth Kumar Willie McClinton Rohan Chitnis Tom Silver Tomás Lozano-Pérez L. Kaelbling 32 18 0 16 Aug 2022
Deep convolutional surrogates and degrees of freedom in thermal design Hadi Keramati F. Hamdullahpur AI4CE 36 0 0 16 Aug 2022
ROLAND: Graph Learning Framework for Dynamic Graphs Jiaxuan You Tianyu Du J. Leskovec AI4CE 18 164 0 15 Aug 2022
Learning Point Processes using Recurrent Graph Network Saurabh Dash Xueyuan She Saibal Mukhopadhyay GNN 6 3 0 11 Aug 2022
EvolveHypergraph: Group-Aware Dynamic Relational Reasoning for Trajectory Prediction Jiachen Li Chuanbo Hua Jinkyoo Park Hengbo Ma Victoria M. Dax Mykel J. Kochenderfer 36 7 0 10 Aug 2022
Neural Message Passing for Visual Relationship Detection Yue Hu Siheng Chen Xu Chen Ya Zhang Xiao Gu 44 17 0 08 Aug 2022
Neural Set Function Extensions: Learning with Discrete Functions in High Dimensions Nikolaos Karalias Joshua Robinson Andreas Loukas Stefanie Jegelka 37 8 0 08 Aug 2022
PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network Longxiang Jiang Liyuan Wang Xinkun Chu Yonghao Xiao Hao Zhang AI4CE 20 12 0 07 Aug 2022
TPM: Transition Probability Matrix -- Graph Structural Feature based Embedding Sarmad N. Mohammed Semra Gunducc 26 1 0 07 Aug 2022
Oversquashing in GNNs through the lens of information contraction and graph expansion P. Banerjee Kedar Karhadkar Yu Guang Wang Uri Alon Guido Montúfar 21 44 0 06 Aug 2022
Accelerating discrete dislocation dynamics simulations with graph neural networks N. Bertin Fei Zhou AI4CE 26 9 0 05 Aug 2022
Curvature-informed multi-task learning for graph networks Alexander New M. Pekala Nam Q. Le Janna Domenico C. Piatko Christopher D. Stiles 25 4 0 02 Aug 2022
Learning Hyper Label Model for Programmatic Weak Supervision Renzhi Wu Sheng Chen Jieyu Zhang Xu Chu 26 16 0 27 Jul 2022
Convolutional Embedding Makes Hierarchical Vision Transformer Stronger Cong Wang Hongmin Xu Xiong Zhang Li Wang Zhitong Zheng Haifeng Liu ViT 20 20 0 27 Jul 2022
An Urban Population Health Observatory for Disease Causal Pathway Analysis and Decision Support: Underlying Explainable Artificial Intelligence Model Whitney S. Brakefield Nariman Ammar A. Shaban-Nejad 16 9 0 26 Jul 2022
Thermodynamics of learning physical phenomena Elías Cueto Francisco Chinesta AI4CE 25 22 0 26 Jul 2022
Innovations in Neural Data-to-text Generation: A Survey Mandar Sharma Ajay K. Gogineni Naren Ramakrishnan 32 10 0 25 Jul 2022
Equivariance and Invariance Inductive Bias for Learning from Insufficient Data Tan Wang Qianru Sun Sugiri Pranata J. Karlekar Hanwang Zhang SSL 39 19 0 25 Jul 2022
Analysis and Optimization of GNN-Based Recommender Systems on Persistent Memory Yuwei Hu Jiajie Li Zhongming Yu Zhiru Zhang GNN 39 0 0 25 Jul 2022
Learning an Adaptive Forwarding Strategy for Mobile Wireless Networks: Resource Usage vs. Latency Victoria Manfredi Alicia P. Wolfe X. Zhang Bing Wang 41 2 0 23 Jul 2022
Is an Object-Centric Video Representation Beneficial for Transfer? Chuhan Zhang Ankush Gupta Andrew Zisserman ViT 37 27 0 20 Jul 2022
Densely Constrained Depth Estimator for Monocular 3D Object Detection Yingyan Li Yun-Chun Chen Jiawei He Zhaoxiang Zhang 3DPC MDE 29 32 0 20 Jul 2022
Learning Counterfactually Invariant Predictors Francesco Quinzan Cecilia Casolo Krikamol Muandet Yucen Luo Niki Kilbertus 36 8 0 20 Jul 2022
Semantic Novelty Detection via Relational Reasoning Francesco Cappio Borlino S. Bucci Tatiana Tommasi 17 4 0 18 Jul 2022
BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard Environment Zeyi Liu Zhenjia Xu Shuran Song 35 2 0 17 Jul 2022
Meta-Referential Games to Learn Compositional Learning Behaviours Kevin Denamganai S. Missaoui James Alfred Walker 27 1 0 16 Jul 2022
Multi-Object Tracking and Segmentation via Neural Message Passing Guillem Brasó Orcun Cetintas Laura Leal-Taixe VOT 36 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 25 28 0 14 Jul 2022
Neural Topological Ordering for Computation Graphs Mukul Gagrani Corrado Rainone Yang Yang Harris Teague Wonseok Jeon H. V. Hoof Weizhen Zeng P. Zappi Chris Lott Roberto Bondesan 40 12 0 13 Jul 2022
Tuning the Geometry of Graph Neural Networks Sowon Jeong Claire Donnat AI4CE 48 1 0 12 Jul 2022
Video Graph Transformer for Video Question Answering Junbin Xiao Pan Zhou Tat-Seng Chua Shuicheng Yan ViT 159 75 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 22 26 0 11 Jul 2022
TASKOGRAPHY: Evaluating robot task planning over large 3D scene graphs Christopher Agia Krishna Murthy Jatavallabhula M. Khodeir O. Mikšík Vibhav Vineet Mustafa Mukadam Liam Paull Florian Shkurti 27 68 0 11 Jul 2022
Hidden Schema Networks Ramses J. Sanchez L. Conrads Pascal Welke K. Cvejoski C. Ojeda NAI MILM 19 3 0 08 Jul 2022
TF-GNN: Graph Neural Networks in TensorFlow Oleksandr Ferludin Arno Eigenwillig Martin J. Blais Dustin Zelle Jan Pfeifer ... Anton Tsitsulin Kevin Villela Lisa Wang David Wong Bryan Perozzi GNN 18 35 0 07 Jul 2022
Transformers discover an elementary calculation system exploiting local attention and grid-like problem representation Samuel Cognolato Alberto Testolin 42 7 0 06 Jul 2022
Neural Networks and the Chomsky Hierarchy Grégoire Delétang Anian Ruoss Jordi Grau-Moya Tim Genewein L. Wenliang ... Chris Cundy Marcus Hutter Shane Legg Joel Veness Pedro A. Ortega UQCV 107 131 0 05 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 36 5 0 03 Jul 2022
Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity Jianyi Yang Shaolei Ren 32 3 0 02 Jul 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 43 14 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 46 64 0 30 Jun 2022
Modeling Teams Performance Using Deep Representational Learning on Graphs Francesco Carli Pietro Foini N. Gozzi N. Perra Rossano Schifanella GNN 33 0 0 29 Jun 2022
RetroGraph: Retrosynthetic Planning with Graph Search Shufang Xie Rui Yan Penghao Han Yingce Xia Lijun Wu Chenjuan Guo Bin Yang Tao Qin 30 30 0 23 Jun 2022
Curious Exploration via Structured World Models Yields Zero-Shot Object Manipulation Cansu Sancaktar Sebastian Blaes Georg Martius LM&Ro 23 24 0 22 Jun 2022
Agent-based Graph Neural Networks Karolis Martinkus Pál András Papp Benedikt Schesch Roger Wattenhofer LLMAG GNN 39 17 0 22 Jun 2022
NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search Yi Qin Ziwei Zhang Xin Wang Zeyang Zhang Wenwu Zhu 29 26 0 18 Jun 2022
Fast Simulation of Particulate Suspensions Enabled by Graph Neural Network Zhan Ma Zisheng Ye Wenxiao Pan 34 14 0 17 Jun 2022