Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

31 October 2023

Papers citing "Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning"

25 / 25 papers shown

Title
Text-to-Decision Agent: Learning Generalist Policies from Natural Language Supervision Shilin Zhang Zican Hu Wenhao Wu Xinyi Xie Jianxiang Tang Chunlin Chen Daoyi Dong Yu Cheng Zhenhong Sun Zhi Wang OffRL 40 0 0 21 Apr 2025
Zero-shot Model-based Reinforcement Learning using Large Language Models Abdelhakim Benechehab Youssef Attia El Hili Ambroise Odonnat Oussama Zekri Albert Thomas Giuseppe Paolo Maurizio Filippone I. Redko Balázs Kégl OffRL 55 1 0 17 Feb 2025
Robust RL with LLM-Driven Data Synthesis and Policy Adaptation for Autonomous Driving Sihao Wu Jiaxu Liu Xiangyu Yin Guangliang Cheng Xingyu Zhao Meng Fang Xinping Yi Xiaowei Huang 26 0 0 16 Oct 2024
Choices are More Important than Efforts: LLM Enables Efficient Multi-Agent Exploration Yun Qu Boyuan Wang Yuhang Jiang Jianzhun Shao Yixiu Mao Cheems Wang Chang Liu Xiangyang Ji 46 3 0 03 Oct 2024
TinyVLA: Towards Fast, Data-Efficient Vision-Language-Action Models for Robotic Manipulation Junjie Wen Y. X. Zhu Jinming Li Minjie Zhu Kun Wu ... Ran Cheng Chaomin Shen Yaxin Peng Feifei Feng Jian Tang LM&Ro 56 41 0 19 Sep 2024
Pre-trained Language Models Improve the Few-shot Prompt Ability of Decision Transformer Yu Yang Pan Xu VLM OffRL 23 1 0 02 Aug 2024
iLLM-TSC: Integration reinforcement learning and large language model for traffic signal control policy improvement Aoyu Pang Maonan Wang Man-On Pun Chung Shue Chen Xi Xiong 38 8 0 08 Jul 2024
Multi-State-Action Tokenisation in Decision Transformers for Multi-Discrete Action Spaces Perusha Moodley Pramod S. Kaushik Dhillu Thambi Mark Trovinger Praveen Paruchuri Xia Hong Benjamin Rosman 36 0 0 01 Jul 2024
Grounding Multimodal Large Language Models in Actions Andrew Szot Bogdan Mazoure Harsh Agrawal Devon Hjelm Z. Kira Alexander Toshev LM&Ro 24 9 0 12 Jun 2024
Decision Mamba: A Multi-Grained State Space Model with Self-Evolution Regularization for Offline RL Qi Lv Xiang Deng Gongwei Chen Michael Yu Wang Liqiang Nie 65 6 0 08 Jun 2024
A Survey of Language-Based Communication in Robotics William Hunt Sarvapali D. Ramchurn Mohammad D. Soorati LM&Ro 47 11 0 06 Jun 2024
Decision Transformer as a Foundation Model for Partially Observable Continuous Control Xiangyuan Zhang Weichao Mao Haoran Qiu Tamer Basar OffRL AI4CE 24 5 0 03 Apr 2024
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods Yuji Cao Huan Zhao Yuheng Cheng Ting Shu Guolong Liu Gaoqi Liang Junhua Zhao Yun Li LLMAG KELM OffRL LM&Ro 27 45 0 30 Mar 2024
Decision Transformer under Random Frame Dropping Kaizhe Hu Rachel Zheng Yang Gao Huazhe Xu OffRL 124 12 0 03 Mar 2023
CORL: Research-oriented Deep Offline Reinforcement Learning Library Denis Tarasov Alexander Nikulin Dmitry Akimov Vladislav Kurenkov Sergey Kolesnikov OffRL 46 76 0 13 Oct 2022
Q-learning Decision Transformer: Leveraging Dynamic Programming for Conditional Sequence Modelling in Offline RL Taku Yamagata Ahmed Khalil Raúl Santos-Rodríguez OffRL 148 70 0 08 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Can Wikipedia Help Offline Reinforcement Learning? Machel Reid Yutaro Yamada S. Gu 3DV RALM OffRL 127 95 0 28 Jan 2022
d3rlpy: An Offline Deep Reinforcement Learning Library Takuma Seno M. Imai OffRL GP 55 97 0 06 Nov 2021
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 206 832 0 12 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 225 2,404 0 04 Jan 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
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 279 39,083 0 01 Sep 2014