2 papers
cond-mat.stat-mech2026
Cellular Automata: From Structural Principles to Transport and Correlation Methods
Mihir Metkar, Neha Sah, Yichen Zhou
Cellular automata (CA) are discrete-time dynamical systems with local update rules on a lattice. Despite their elementary definition, CA support a wide spectrum of macroscopic phen…
cs.LG2025
Nearly Instance-Optimal Parameter Recovery from Many Trajectories via Hellinger Localization
Eliot Shekhtman, Yichen Zhou, Ingvar Ziemann +2
Learning from temporally-correlated data is a core facet of modern machine learning. Yet our understanding of sequential learning remains incomplete, particularly in the multi-traj…