Title
Are Large-Language Models Graph Algorithmic Reasoners? Alexander K. Taylor Anthony Cuturrufo Vishal Yathish Mingyu Derek Ma Wei Wang LRM 46 0 0 29 Oct 2024
Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert Knowledge Heewoong Noh Namkyeong Lee Gyoung S. Na Chanyoung Park 26 1 0 28 Oct 2024
A Cosmic-Scale Benchmark for Symmetry-Preserving Data Processing Julia Balla S. Mishra-Sharma C. Cuesta-Lázaro Tommi Jaakkola Tess E. Smidt 29 1 0 27 Oct 2024
Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models Mohammad Beigi Sijia Wang Ying Shen Zihao Lin Adithya Kulkarni ... Ming Jin Jin-Hee Cho Dawei Zhou Chang-Tien Lu Lifu Huang 29 1 0 26 Oct 2024
Language Agents Meet Causality -- Bridging LLMs and Causal World Models John Gkountouras Matthias Lindemann Phillip Lippe E. Gavves Ivan Titov LRM 28 0 0 25 Oct 2024
Double Difference Earthquake Location with Graph Neural Networks I. McBrearty G. Beroza 18 0 0 25 Oct 2024
Sparse Decomposition of Graph Neural Networks Yaochen Hu Mai Zeng Ge Zhang P. Rumiantsev Liheng Ma Yingxue Zhang Mark Coates 32 0 0 25 Oct 2024
TranSPORTmer: A Holistic Approach to Trajectory Understanding in Multi-Agent Sports Guillem Capellera Luis Ferraz Antonio Rubio Antonio Agudo Francesc Moreno-Noguer 37 3 0 23 Oct 2024
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance Dominik Fuchsgruber Tim Poštuvan Stephan Günnemann Simon Geisler 39 2 0 22 Oct 2024
Learning signals defined on graphs with optimal transport and Gaussian process regression Raphael Carpintero Perez Sébastien da Veiga Josselin Garnier B. Staber 30 1 0 21 Oct 2024
Learning to Control the Smoothness of Graph Convolutional Network Features Shih-Hsin Wang Justin Baker Cory Hauck Bao Wang 36 0 0 18 Oct 2024
Loss Landscape Characterization of Neural Networks without Over-Parametrization Rustem Islamov Niccolò Ajroldi Antonio Orvieto Aurélien Lucchi 33 4 0 16 Oct 2024
Neural Symbolic Regression of Complex Network Dynamics Haiquan Qiu Shuzhi Liu Quanming Yao 27 1 0 15 Oct 2024
Geometric Inductive Biases of Deep Networks: The Role of Data and Architecture Sajad Movahedi Antonio Orvieto Seyed-Mohsen Moosavi-Dezfooli AAML AI4CE 136 0 0 15 Oct 2024
Ranking over Regression for Bayesian Optimization and Molecule Selection Gary Tom Stanley Lo Samantha Corapi Alán Aspuru-Guzik Benjamín Sánchez-Lengeling BDL 39 0 0 11 Oct 2024
Efficiently Scanning and Resampling Spatio-Temporal Tasks with Irregular Observations Bryce Ferenczi Michael G. Burke Tom Drummond 31 0 0 11 Oct 2024
Explaining Hypergraph Neural Networks: From Local Explanations to Global Concepts Shiye Su Iulia Duta Lucie Charlotte Magister Pietro Lio' FAtt 34 0 0 10 Oct 2024
Molecular Dynamics and Machine Learning Unlock Possibilities in Beauty Design -- A Perspective Yuzhi Xu Haowei Ni Qinhui Gao Chia-Hua Chang Yanran Huo ... Yike Zhang Radu Grovu Min He John Z. H. Zhang Yuanqing Wang AI4CE 29 0 0 08 Oct 2024
Cayley Graph Propagation JJ Wilson Maya Bechler-Speicher Petar Veličković 30 5 0 04 Oct 2024
MBDS: A Multi-Body Dynamics Simulation Dataset for Graph Networks Simulators Sheng Yang Fengge Wu Junsuo Zhao AI4CE 18 0 0 04 Oct 2024
Dynamic Portfolio Rebalancing: A Hybrid new Model Using GNNs and Pathfinding for Cost Efficiency Diego Vallarino 28 3 0 02 Oct 2024
PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems Bocheng Zeng Qi Wang M. Yan Y. Liu Ruizhi Chengze Yi Zhang Hongsheng Liu Zidong Wang Hao Sun AI4CE 40 3 0 02 Oct 2024
Structure-Preserving Operator Learning Nacime Bouziani Nicolas Boullé 25 0 0 01 Oct 2024
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Recent advances in interpretable machine learning using structure-based protein representations L. Vecchietti Minji Lee Begench Hangeldiyev Hyunkyu Jung Hahnbeom Park Tae-Kyun Kim Meeyoung Cha Ho Min Kim AI4CE 27 1 0 26 Sep 2024
Physics-Informed Graph-Mesh Networks for PDEs: A hybrid approach for complex problems M. Chenaud Frédéric Magoulès José Alves AI4CE PINN 28 1 0 25 Sep 2024
Multi-Grid Graph Neural Networks with Self-Attention for Computational Mechanics Paul Garnier J. Viquerat E. Hachem AI4CE 19 0 0 18 Sep 2024
Neural Networks for Vehicle Routing Problem László Kovács Ali Jlidi GNN 25 1 0 17 Sep 2024
Learning incomplete factorization preconditioners for GMRES Paul Hausner Aleix Nieto Juscafresa Jens Sjölund 54 3 0 12 Sep 2024
Mesh-based Super-Resolution of Fluid Flows with Multiscale Graph Neural Networks Shivam Barwey Pinaki Pal Saumil Patel Riccardo Balin Bethany Lusch V. Vishwanath R. Maulik R. Balakrishnan AI4CE 99 0 0 12 Sep 2024
Video-Driven Graph Network-Based Simulators Franciszek Szewczyk Gilles Louppe M. Sabatelli PINN 38 0 0 10 Sep 2024
Detection of False Data Injection Attacks (FDIA) on Power Dynamical Systems With a State Prediction Method Abhijeet Sahu Truc Nguyen Kejun Chen Xiangyu Zhang Malik Hassanaly 27 1 0 06 Sep 2024
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Towards Graph Prompt Learning: A Survey and Beyond Qingqing Long Yuchen Yan Peiyan Zhang Chen Fang Wentao Cui ... Shiyue Jiang Zheng Fang Chong Chen Xian-Sheng Hua Yuanchun Zhou AI4CE 39 0 0 26 Aug 2024
Representation Learning of Complex Assemblies, An Effort to Improve Corporate Scope 3 Emissions Calculation Ajay Chatterjee Srikanth Ranganathan 39 0 0 21 Aug 2024
Universal Novelty Detection Through Adaptive Contrastive Learning Hossein Mirzaei Mojtaba Nafez Mohammad Jafari Mohammad Bagher Soltani Mohammad Azizmalayeri Jafar Habibi Mohammad Sabokrou M. Rohban 18 4 0 20 Aug 2024
NAVERO: Unlocking Fine-Grained Semantics for Video-Language Compositionality Chaofan Tao Gukyeong Kwon Varad Gunjal Hao Yang Zhaowei Cai Yonatan Dukler Ashwin Swaminathan R. Manmatha Colin Jon Taylor Stefano Soatto CoGe 29 0 0 18 Aug 2024
Joint Graph Rewiring and Feature Denoising via Spectral Resonance Jonas Linkerhagner Cheng Shi Ivan Dokmanić 40 0 0 13 Aug 2024
Body Transformer: Leveraging Robot Embodiment for Policy Learning Carmelo Sferrazza Dun-Ming Huang Fangchen Liu Jongmin Lee Pieter Abbeel LM&Ro 40 10 0 12 Aug 2024
On the Element-Wise Representation and Reasoning in Zero-Shot Image Recognition: A Systematic Survey Jingcai Guo Zhijie Rao Zhi Chen Song Guo Jingren Zhou Dacheng Tao 33 3 0 09 Aug 2024
Enhanced Prediction of Multi-Agent Trajectories via Control Inference and State-Space Dynamics Yu Zhang Yongxiang Zou Haoyu Zhang Zeyu Liu Houcheng Li Long Cheng AI4CE 29 0 0 08 Aug 2024
Algorithm-Informed Graph Neural Networks for Leakage Detection and Localization in Water Distribution Networks Zepeng Zhang Olga Fink GNN 34 1 0 05 Aug 2024
RICA2: Rubric-Informed, Calibrated Assessment of Actions Abrar Majeedi Viswanatha Reddy Gajjala Satya Sai Srinath Namburi Gnvv Yin Li CML 28 2 0 04 Aug 2024
Non-convolutional Graph Neural Networks Yuanqing Wang N. Scherer-Negenborn GNN 27 3 0 31 Jul 2024
DTFormer: A Transformer-Based Method for Discrete-Time Dynamic Graph Representation Learning Xi Chen Yun Xiong Siwei Zhang Jiawei Zhang Yao Zhang Shiyang Zhou Xixi Wu Mingyang Zhang Tengfei Liu Weiqiang Wang AI4CE 28 1 0 26 Jul 2024
Graph Neural Networks for Virtual Sensing in Complex Systems: Addressing Heterogeneous Temporal Dynamics Mengjie Zhao C. Taal Stephan Baggerohr Olga Fink AI4CE 30 2 0 26 Jul 2024
Masked Graph Learning with Recurrent Alignment for Multimodal Emotion Recognition in Conversation Tao Meng Fuchen Zhang Yuntao Shou Hongen Shao Wei Ai Keqin Li 31 16 0 23 Jul 2024
I Know About "Up"! Enhancing Spatial Reasoning in Visual Language Models Through 3D Reconstruction Zaiqiao Meng Hao Zhou Yifang Chen 35 4 0 19 Jul 2024
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics Matthias Karlbauer Danielle C. Maddix Abdul Fatir Ansari Boran Han Gaurav Gupta Yuyang Wang Andrew Stuart Michael W. Mahoney AI4TS 54 1 0 19 Jul 2024