3 papers
cs.LG2026
Multi-level meta-reinforcement learning with skill-based curriculum
Sichen Yang, Mauro Maggioni
We consider problems in sequential decision making with natural multi-level structure, where sub-tasks are assembled together to accomplish complex goals. Systematically inferring…
math.PR2024
Probabilistic cellular automata with local transition matrices: synchronization, ergodicity, and inference
Erhan Bayraktar, Fei Lu, Mauro Maggioni +2
We introduce a new class of probabilistic cellular automata that are capable of exhibiting rich dynamics such as synchronization and ergodicity and can be easily inferred from data…
stat.ML2021
Nonlinear model reduction for slow-fast stochastic systems near unknown invariant manifolds
Felix X. -F. Ye, Sichen Yang, Mauro Maggioni
We introduce a nonlinear stochastic model reduction technique for high-dimensional stochastic dynamical systems that have a low-dimensional invariant effective manifold with slow d…