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Papers
How Far Is Video Generation from World Model: A Physical Law Perspective
ICML 2025
Physics Aware Neural Networks for Unsupervised Binding Energy Prediction
ICML 2025
Toward Material-Agnostic System Identification from Videos
ICCV 2025
LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law
EMNLP 2024
Diffusion-based Molecule Generation with Informative Prior Bridges
NeurIPS 2022
Distilling Governing Laws and Source Input for Dynamical Systems from Videos
IJCAI 2022
Identifying Physical Law of Hamiltonian Systems via Meta-Learning
ICLR 2021
Scalars are universal: Equivariant machine learning, structured like classical physics
NeurIPS 2021
Learning Dynamical Systems with Side Information
L4DC 2020