Decision Stacks: Flexible Reinforcement Learning via Modular Generative Models

9 June 2023

Papers citing "Decision Stacks: Flexible Reinforcement Learning via Modular Generative Models"

11 / 11 papers shown

Title
Multi-fidelity Reinforcement Learning Control for Complex Dynamical Systems Luning Sun Xin-Yang Liu Siyan Zhao Aditya Grover Jian-Xun Wang Jayaraman J. Thiagarajan AI4CE 21 0 0 08 Apr 2025
DODT: Enhanced Online Decision Transformer Learning through Dreamer's Actor-Critic Trajectory Forecasting Eric H. Jiang Zhi Zhang Dinghuai Zhang Andrew Lizarraga Chenheng Xu ... Zhengjie Xu Peiyu Yu Yuer Tang Deqian Kong Ying Nian Wu OffRL 19 0 0 15 Oct 2024
C-MORL: Multi-Objective Reinforcement Learning through Efficient Discovery of Pareto Front Ruohong Liu Yuxin Pan Linjie Xu Lei Song Jiang Bian Pengcheng You Yize Chen 30 0 0 03 Oct 2024
Guided Flows for Generative Modeling and Decision Making Qinqing Zheng Matt Le Neta Shaul Y. Lipman Aditya Grover Ricky T. Q. Chen 13 35 0 22 Nov 2023
Provable Guarantees for Generative Behavior Cloning: Bridging Low-Level Stability and High-Level Behavior Adam Block Ali Jadbabaie Daniel Pfrommer Max Simchowitz Russ Tedrake DiffM 20 22 0 27 Jul 2023
Scaling Pareto-Efficient Decision Making Via Offline Multi-Objective RL Baiting Zhu Meihua Dang Aditya Grover OffRL 42 22 0 30 Apr 2023
Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling Huayu Chen Cheng Lu Chengyang Ying Hang Su Jun Zhu DiffM OffRL 85 103 0 29 Sep 2022
Modular Lifelong Reinforcement Learning via Neural Composition Jorge Armando Mendez Mendez H. V. Seijen Eric Eaton OffRL KELM CLL 70 38 0 01 Jul 2022
Planning with Diffusion for Flexible Behavior Synthesis Michael Janner Yilun Du J. Tenenbaum Sergey Levine DiffM 202 622 0 20 May 2022
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 212 832 0 12 Oct 2021
EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL Seyed Kamyar Seyed Ghasemipour Dale Schuurmans S. Gu OffRL 207 119 0 21 Jul 2020