You Can't Count on Luck: Why Decision Transformers and RvS Fail in
Stochastic Environments

You Can't Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments

31 May 2022

Sheila A. McIlraith

Jimmy Ba

Papers citing "You Can't Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments"

10 / 10 papers shown

Title
Reinforcement Learning from Passive Data via Latent Intentions Dibya Ghosh Chethan Bhateja Sergey Levine OffRL 26 42 0 10 Apr 2023
Optimal Goal-Reaching Reinforcement Learning via Quasimetric Learning Tongzhou Wang Antonio Torralba Phillip Isola Amy Zhang OffRL 32 31 0 03 Apr 2023
Chain-of-Thought Predictive Control Zhiwei Jia Vineet Thumuluri Fangchen Liu Ling-Hao Chen Zhiao Huang H. Su LM&Ro 39 20 0 03 Apr 2023
Stochastic Generative Flow Networks L. Pan Dinghuai Zhang Moksh Jain Longbo Huang Yoshua Bengio BDL 47 30 0 19 Feb 2023
A Survey on Transformers in Reinforcement Learning Wenzhe Li Hao Luo Zichuan Lin Chongjie Zhang Zongqing Lu Deheng Ye OffRL MU AI4CE 37 55 0 08 Jan 2023
Is Conditional Generative Modeling all you need for Decision-Making? Anurag Ajay Yilun Du Abhi Gupta J. Tenenbaum Tommi Jaakkola Pulkit Agrawal DiffM 47 360 0 28 Nov 2022
Dichotomy of Control: Separating What You Can Control from What You Cannot Mengjiao Yang Dale Schuurmans Pieter Abbeel Ofir Nachum OffRL 22 42 0 24 Oct 2022
From Play to Policy: Conditional Behavior Generation from Uncurated Robot Data Zichen Jeff Cui Yibin Wang Nur Muhammad (Mahi) Shafiullah Lerrel Pinto LM&Ro VGen OffRL 27 89 0 18 Oct 2022
Can Wikipedia Help Offline Reinforcement Learning? Machel Reid Yutaro Yamada S. Gu 3DV RALM OffRL 140 95 0 28 Jan 2022
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020