2 papers
physics.bio-ph2025
Data-Efficient Learning of Anomalous Diffusion with Wavelet Representations: Enabling Direct Learning from Experimental Trajectories
Gongyi Wang, Yu Zhang, Zihan Huang
Machine learning (ML) has become a versatile tool for analyzing anomalous diffusion trajectories, yet most existing pipelines are trained on large collections of simulated data. In…
cond-mat.soft2025
Reinforcement Learning for Active Matter
Wenjie Cai, Gongyi Wang, Yu Zhang +2
Active matter refers to systems composed of self-propelled entities that consume energy to produce motion, exhibiting complex non-equilibrium dynamics that challenge traditional mo…