Large Language Models as Generalizable Policies for Embodied Tasks

Large Language Models as Generalizable Policies for Embodied Tasks

26 October 2023

Walter A. Talbott

Katherine Metcalf

Natalie Mackraz

Alexander Toshev

Papers citing "Large Language Models as Generalizable Policies for Embodied Tasks"

17 / 17 papers shown

Title
RobotxR1: Enabling Embodied Robotic Intelligence on Large Language Models through Closed-Loop Reinforcement Learning Liam Boyle Nicolas Baumann Paviththiren Sivasothilingam Michele Magno Luca Benini LM&Ro LRM 37 0 0 06 May 2025
VLM Q-Learning: Aligning Vision-Language Models for Interactive Decision-Making Jake Grigsby Yuke Zhu Michael S Ryoo Juan Carlos Niebles OffRL VLM 31 0 0 06 May 2025
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 63 0 0 21 Apr 2025
Reward Generation via Large Vision-Language Model in Offline Reinforcement Learning Younghwan Lee T. Luu Donghoon Lee Chang-Dong Yoo 3DV VLM OffRL 39 0 0 03 Apr 2025
VLA Model-Expert Collaboration for Bi-directional Manipulation Learning Tian-Yu Xiang Ao-Qun Jin Xiao-Hu Zhou Mei-Jiang Gui Xiao-Liang Xie ... Shuang-Yi Wang Sheng-Bin Duang Si-Cheng Wang Zheng Lei Z. Hou 58 1 0 06 Mar 2025
Generative Artificial Intelligence in Robotic Manipulation: A Survey Kun Zhang Peng Yun Jun Cen Junhao Cai DiDi Zhu ... Qifeng Chen Jia Pan Wei K. Zhang Bo Yang Hua Chen 59 1 0 05 Mar 2025
NeSyC: A Neuro-symbolic Continual Learner For Complex Embodied Tasks In Open Domains Wonje Choi Jinwoo Park Sanghyun Ahn Daehee Lee Honguk Woo 68 1 0 02 Mar 2025
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading Guojun Xiong Zhiyang Deng Keyi Wang Yupeng Cao Haohang Li ... Kaleb Smith Xiao-Yang Liu J. Huang Sophia Ananiadou Qianqian Xie AIFin 91 0 0 20 Feb 2025
Mutual Enhancement of Large Language and Reinforcement Learning Models through Bi-Directional Feedback Mechanisms: A Planning Case Study Shangding Gu LLMAG 32 0 0 12 Jan 2024
Plan, Eliminate, and Track -- Language Models are Good Teachers for Embodied Agents Yu-Chih Chen So Yeon Min Chase Davis Ruslan Salakhutdinov A. Azaria Yuan-Fang Li Tom Michael Mitchell A. Bovik LM&Ro LLMAG 70 32 0 03 May 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 247 4,223 0 30 Jan 2023
Visual Language Maps for Robot Navigation Chen Huang Oier Mees Andy Zeng Wolfram Burgard LM&Ro 145 340 0 11 Oct 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 225 500 0 28 Sep 2022
Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation Mohit Shridhar Lucas Manuelli D. Fox LM&Ro 155 453 0 12 Sep 2022
LM-Nav: Robotic Navigation with Large Pre-Trained Models of Language, Vision, and Action Dhruv Shah B. Osinski Brian Ichter Sergey Levine LM&Ro 139 435 0 10 Jul 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 303 11,881 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,402 0 28 Jan 2022