Dionysios S. Kalogerias

Actor-only Deterministic Policy Gradient via Zeroth-order Gradient Oracles in Action Space

2021

Deterministic policies demonstrate substantial empirical success over their stochastic counterparts as they remove a level of randomness in Policy Gradient (PG) methods when applied to stochastic search problems involving Markov decision processes. However, current implementations …