On the Sample Complexity and Metastability of Heavy-tailed Policy Search
in Continuous Control

On the Sample Complexity and Metastability of Heavy-tailed Policy Search in Continuous Control

15 June 2021

Amrit Singh Bedi

Mengdi Wang

Papers citing "On the Sample Complexity and Metastability of Heavy-tailed Policy Search in Continuous Control"

5 / 5 papers shown

Title
q-exponential family for policy optimization Lingwei Zhu Haseeb Shah Han Wang Yukie Nagai Martha White OffRL 73 0 0 14 Aug 2024
Policy Gradient Algorithms Implicitly Optimize by Continuation Adrien Bolland Gilles Louppe D. Ernst 29 3 0 11 May 2023
Model-free Representation Learning and Exploration in Low-rank MDPs Aditya Modi Jinglin Chen A. Krishnamurthy Nan Jiang Alekh Agarwal OffRL 98 78 0 14 Feb 2021
Policy Mirror Descent for Reinforcement Learning: Linear Convergence, New Sampling Complexity, and Generalized Problem Classes Guanghui Lan 87 136 0 30 Jan 2021
Approximation Benefits of Policy Gradient Methods with Aggregated States Daniel Russo 35 7 0 22 Jul 2020