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Workshop
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Learning Dynamics and Structure of Complex Systems Using Graph Neural Networks
Zhe Li · Andreas Tolias · Xaq Pitkow
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Poster
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Dynamic Graph Neural Networks Under Spatio-Temporal Distribution Shift
Zeyang Zhang · Xin Wang · Ziwei Zhang · Haoyang Li · Zhou Qin · Wenwu Zhu
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Workshop
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Learning Heterogeneous Interaction Strengths by Trajectory Prediction with Graph Neural Network
Seungwoong Ha · Hawoong Jeong
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Poster
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Wed 14:00
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Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network
Ravinder Bhattoo · Sayan Ranu · N M Anoop Krishnan
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Poster
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Tue 14:00
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Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems
Abishek Thangamuthu · Gunjan Kumar · Suresh Bishnoi · Ravinder Bhattoo · N M Anoop Krishnan · Sayan Ranu
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Poster
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Wed 9:00
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Learning Modular Simulations for Homogeneous Systems
Jayesh Gupta · Sai Vemprala · Ashish Kapoor
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Poster
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Wed 14:00
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Learning Audio-Visual Dynamics Using Scene Graphs for Audio Source Separation
Moitreya Chatterjee · Narendra Ahuja · Anoop Cherian
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Poster
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Learning Physical Dynamics with Subequivariant Graph Neural Networks
Jiaqi Han · Wenbing Huang · Hengbo Ma · Jiachen Li · Josh Tenenbaum · Chuang Gan
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Poster
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Thu 9:00
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Neural Temporal Walks: Motif-Aware Representation Learning on Continuous-Time Dynamic Graphs
Ming Jin · Yuan-Fang Li · Shirui Pan
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Workshop
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RLCG: When Reinforcement Learning Meets Coarse Graining
Shenghao Wu · Tianyi Liu · Zhirui Wang · Wen Yan · Yingxiang Yang
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Workshop
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Multiresolution Mesh Networks For Learning Dynamical Fluid Simulations
Bach Nguyen · Truong Son Hy · Long Tran-Thanh · Risi Kondor
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Workshop
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Towards dynamical stability analysis of sustainable power grids using Graph Neural Networks
Christian Nauck · Michael Lindner · Ulrich Schürholt · Frank Hellmann
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