3 papers
cs.LG2026
What Should a Large Language Model See? Physical Invariants as a Data Representation for PDE Discovery
Fan Yang, Matt Thomson
Understanding how molecular interactions govern macroscopic behaviour is a central challenge in molecular sciences. However, conventional theory building cannot keep pace with the…
cond-mat.soft2024
Geometry-Dependent Defect Merging Induces Bifurcated Dynamics in Active Networks
Fan Yang, Shichen Liu, Hao Wang +3
Cytoskeletal networks can repair defects to maintain structural integrity. However, the mechanisms and dynamics of defect merging remain poorly understood. Here we report a geometr…
cond-mat.soft2020
Persistent fluid flows defined by active matter boundaries
Zijie Qu, Dominik Schildknecht, Shahriar Shadkhoo +5
Biological systems achieve precise control over ambient fluids through the self-organization of active protein structures including flagella, cilia, and cytoskeletal networks. In a…