WorldCoder, a Model-Based LLM Agent: Building World Models by Writing
Code and Interacting with the Environment

WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment

19 February 2024

Hao Tang

Papers citing "WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment"

17 / 17 papers shown

Title
One Demo Is All It Takes: Planning Domain Derivation with LLMs from A Single Demonstration Jinbang Huang Yixin Xiao Zhanguang Zhang Mark Coates Jianye Hao Yingxue Zhang LM&Ro LRM 54 0 0 23 May 2025
Programmatic Video Prediction Using Large Language Models Hao Tang Kevin Ellis Suhas Lohit Michael J. Jones Moitreya Chatterjee VGen 88 0 0 20 May 2025
LLM-Guided Probabilistic Program Induction for POMDP Model Estimation Aidan Curtis Hao Tang Thiago Veloso Kevin Ellis Joshua B. Tenenbaum Tomás Lozano-Pérez Leslie Pack Kaelbling 350 0 0 04 May 2025
A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models Liangbo Ning Ziran Liang Zhuohang Jiang Haohao Qu Yujuan Ding ... Xiao Wei Shanru Lin Hui Liu Philip S. Yu Qing Li LLMAG LM&Ro 140 9 0 30 Mar 2025
Topology-Aware Conformal Prediction for Stream Networks Jifan Zhang Fangxin Wang Philip S. Yu Kaize Ding Shixiang Zhu AI4TS 171 1 0 06 Mar 2025
Synthesizing Programmatic Reinforcement Learning Policies with Large Language Model Guided Search Max Liu Chan-Hung Yu Wei-Hsu Lee Cheng-Wei Hung Yen-Chun Chen Shao-Hua Sun 86 5 0 26 May 2024
Bootstrapping Cognitive Agents with a Large Language Model Feiyu Zhu Reid Simmons LLMAG 59 7 0 25 Feb 2024
LILO: Learning Interpretable Libraries by Compressing and Documenting Code Gabriel Grand L. Wong Matthew Bowers Theo X. Olausson Muxin Liu Joshua B. Tenenbaum Jacob Andreas 51 22 0 30 Oct 2023
Hypothesis Search: Inductive Reasoning with Language Models Ruocheng Wang E. Zelikman Gabriel Poesia Yewen Pu Nick Haber Noah D. Goodman ReLM LRM 88 107 0 11 Sep 2023
Reasoning with Language Model is Planning with World Model Shibo Hao Yi Gu Haodi Ma Joshua Jiahua Hong Zhen Wang D. Wang Zhiting Hu ReLM LRM LLMAG 134 579 0 24 May 2023
Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning L. Guan Karthik Valmeekam S. Sreedharan Subbarao Kambhampati LLMAG 62 172 0 24 May 2023
Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling Kolby Nottingham Prithviraj Ammanabrolu Alane Suhr Yejin Choi Hannaneh Hajishirzi Sameer Singh Roy Fox LLMAG LM&Ro 76 82 0 28 Jan 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 426 2,876 0 06 Oct 2022
Transformers are Sample-Efficient World Models Vincent Micheli Eloi Alonso Franccois Fleuret VLM OffRL 133 181 0 01 Sep 2022
From Perception to Programs: Regularize, Overparameterize, and Amortize Hao Tang Kevin Ellis NAI 48 10 0 13 Jun 2022
Human-Level Reinforcement Learning through Theory-Based Modeling, Exploration, and Planning Pedro Tsividis J. Loula Jake Burga Nathan Foss Andres Campero Thomas Pouncy S. Gershman J. Tenenbaum LM&Ro 48 47 0 27 Jul 2021
Mastering Atari with Discrete World Models Danijar Hafner Timothy Lillicrap Mohammad Norouzi Jimmy Ba DRL 105 856 0 05 Oct 2020