DeepAveragers: Offline Reinforcement Learning by Solving Derived Non-Parametric MDPs

DeepAveragers: Offline Reinforcement Learning by Solving Derived Non-Parametric MDPs

18 October 2020

Prasad Tadepalli

Papers citing "DeepAveragers: Offline Reinforcement Learning by Solving Derived Non-Parametric MDPs"

17 / 17 papers shown

Title
Generating Physically Realistic and Directable Human Motions from Multi-Modal Inputs Aayam Shrestha Pan Liu German Ros Kai Yuan Alan Fern 63 2 0 08 Feb 2025
Decision-Point Guided Safe Policy Improvement Abhishek Sharma Leo Benac S. Parbhoo Finale Doshi-Velez OffRL 18 0 0 12 Oct 2024
Efficient Exploration and Discriminative World Model Learning with an Object-Centric Abstraction Anthony GX-Chen Kenneth Marino Rob Fergus OCL 48 1 0 21 Aug 2024
Formal Ethical Obligations in Reinforcement Learning Agents: Verification and Policy Updates Colin Shea-Blymyer Chaoli Wang 22 0 0 31 Jul 2024
Point Cloud Models Improve Visual Robustness in Robotic Learners Skand Peri Iain Lee Chanho Kim Fuxin Li Tucker Hermans Stefan Lee 3DPC 34 3 0 29 Apr 2024
Contextual Pre-planning on Reward Machine Abstractions for Enhanced Transfer in Deep Reinforcement Learning Guy Azran Mohamad H. Danesh Stefano V. Albrecht Sarah Keren AI4CE 19 1 0 11 Jul 2023
Provably Efficient Offline Reinforcement Learning with Perturbed Data Sources Chengshuai Shi Wei Xiong Cong Shen Jing Yang OffRL 12 3 0 14 Jun 2023
DCE: Offline Reinforcement Learning With Double Conservative Estimates Chen Zhao K. Huang Chun yuan OffRL 14 1 0 27 Sep 2022
Large-Scale Retrieval for Reinforcement Learning Peter C. Humphreys A. Guez O. Tieleman Laurent Sifre T. Weber Timothy Lillicrap RALM OffRL 19 26 0 10 Jun 2022
Value Memory Graph: A Graph-Structured World Model for Offline Reinforcement Learning Deyao Zhu Erran L. Li Mohamed Elhoseiny OffRL 27 7 0 09 Jun 2022
Offline Policy Comparison with Confidence: Benchmarks and Baselines Anurag Koul Mariano Phielipp Alan Fern OffRL 15 0 0 22 May 2022
BATS: Best Action Trajectory Stitching I. Char Viraj Mehta Adam R. Villaflor John M. Dolan J. Schneider OffRL 22 8 0 26 Apr 2022
Comparing Model-free and Model-based Algorithms for Offline Reinforcement Learning Phillip Swazinna Steffen Udluft D. Hein Thomas Runkler OffRL 22 26 0 14 Jan 2022
Offline Reinforcement Learning for Road Traffic Control Mayuresh Kunjir S. Chawla OffRL 14 4 0 07 Jan 2022
Cogment: Open Source Framework For Distributed Multi-actor Training, Deployment & Operations AI Redefined S. Gottipati Sagar Kurandwad Clodéric Mars Gregory Szriftgiser Franccois Chabot 19 8 0 21 Jun 2021
Online and Offline Reinforcement Learning by Planning with a Learned Model Julian Schrittwieser Thomas Hubert Amol Mandhane M. Barekatain Ioannis Antonoglou David Silver OffRL 21 113 0 13 Apr 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 321 1,944 0 04 May 2020