From Words to Actions: Unveiling the Theoretical Underpinnings of
LLM-Driven Autonomous Systems

From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems

30 May 2024

Siyu Chen

Papers citing "From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems"

11 / 11 papers shown

Title
PIPA: A Unified Evaluation Protocol for Diagnosing Interactive Planning Agents Takyoung Kim Janvijay Singh Shuhaib Mehri Emre Can Acikgoz Sagnik Mukherjee Nimet Beyza Bozdag Sumuk Shashidhar Gökhan Tür Dilek Hakkani-Tür LLMAG 18 0 0 02 May 2025
CoPS: Empowering LLM Agents with Provable Cross-Task Experience Sharing Chen Yang Chenyang Zhao Q. Gu Dongruo Zhou LRM 38 0 0 22 Oct 2024
Language Models, Agent Models, and World Models: The LAW for Machine Reasoning and Planning Zhiting Hu Tianmin Shu LLMAG LM&Ro LRM 99 34 0 08 Dec 2023
Video Language Planning Yilun Du Mengjiao Yang Peter R. Florence Fei Xia Ayzaan Wahid ... Pieter Abbeel Josh Tenenbaum L. Kaelbling Andy Zeng Jonathan Tompson PINN LM&Ro 84 83 0 16 Oct 2023
Multimodal Foundation Models: From Specialists to General-Purpose Assistants Chunyuan Li Zhe Gan Zhengyuan Yang Jianwei Yang Linjie Li Lijuan Wang Jianfeng Gao MLLM 107 221 0 18 Sep 2023
The Learnability of In-Context Learning Noam Wies Yoav Levine Amnon Shashua 108 89 0 14 Mar 2023
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models Ishika Singh Valts Blukis Arsalan Mousavian Ankit Goyal Danfei Xu Jonathan Tremblay D. Fox Jesse Thomason Animesh Garg LM&Ro LLMAG 107 616 0 22 Sep 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 107 133 0 22 May 2022
Can Wikipedia Help Offline Reinforcement Learning? Machel Reid Yutaro Yamada S. Gu 3DV RALM OffRL 124 95 0 28 Jan 2022
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,296 0 17 Jan 2021