2 papers
cond-mat.stat-mech2026
Memory-induced active particle ratchets: Mean currents and large deviations
Venkata D. Pamulaparthy, Rosemary J. Harris
We analyse a continuous-time random walk model with stochastic reversals of direction. There is no external potential but the reorientation mechanism generates a non-zero current f…
cond-mat.stat-mech2025
Towards neural reinforcement learning for large deviations in nonequilibrium systems with memory
Venkata D. Pamulaparthy, Rosemary J. Harris
We introduce a reinforcement learning method for a class of non-Markov systems; our approach extends the actor-critic framework given by Rose et al. [New J. Phys. 23 013013 (2021)]…