38 citations · 134 across the 10 of their papers we have counts for
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cond-mat.stat-mech2021★ 25 cited
Direct evaluation of rare events in active matter from variational path sampling
Avishek Das, Benjamin Kuznets-Speck, David T. Limmer
Active matter represents a broad class of systems that evolve far from equilibrium due to the local injection of energy. Like their passive analogues, transformations between disti…
cond-mat.stat-mech2021★ 36 cited
Reinforcement learning of rare diffusive dynamics
Avishek Das, Dominic C. Rose, Juan P. Garrahan +1
We present a method to probe rare molecular dynamics trajectories directly using reinforcement learning. We consider trajectories that are conditioned to transition between regions…