conftrace_

physical consistency

4 papers

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Co-occurring keywords

molecular property (6) heterogeneous datum (119) structure prediction (16) equivariant neural network (75) molecular property prediction (84) hierarchical architecture (55) consistency training (61) equivariant network (44) energy prediction (11) dissipative system (3)

Papers

PEGNet: A Physics-Embedded Graph Network for Long-Term Stable Multiphysics Simulation AAAI 2026
Physical Consistency Bridges Heterogeneous Data in Molecular Multi-Task Learning NIPS 2024
Physically consistent modeling & identification of nonlinear friction with dissipative Gaussian processes L4DC 2024
Approximately Equivariant Networks for Imperfectly Symmetric Dynamics ICML 2022