Planning with Large Language Models for Code Generation

9 March 2023

Mingyu Ding

Chuang Gan

Papers citing "Planning with Large Language Models for Code Generation"

43 / 93 papers shown

Title
A Survey of Language-Based Communication in Robotics William Hunt Sarvapali D. Ramchurn Mohammad D. Soorati LM&Ro 47 12 0 06 Jun 2024
RATT: A Thought Structure for Coherent and Correct LLM Reasoning Jinghan Zhang Xiting Wang Weijieying Ren Lu Jiang Dongjie Wang Kunpeng Liu LRM 32 8 0 04 Jun 2024
A Bayesian Approach to Online Planning Nir Greshler David Ben-Eli Carmel Rabinovitz Gabi Guetta Liran Gispan Guy Zohar Aviv Tamar 13 0 0 04 Jun 2024
Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search Nicola Dainese Matteo Merler Minttu Alakuijala Pekka Marttinen LLMAG 36 7 0 24 May 2024
Creative Problem Solving in Large Language and Vision Models -- What Would it Take? Lakshmi Nair Evana Gizzi Jivko Sinapov MLLM 48 2 0 02 May 2024
On the Empirical Complexity of Reasoning and Planning in LLMs Liwei Kang Zirui Zhao David Hsu Wee Sun Lee LRM 22 5 0 17 Apr 2024
RoT: Enhancing Large Language Models with Reflection on Search Trees Wenyang Hui Kewei Tu LRM 27 6 0 08 Apr 2024
Identify Critical Nodes in Complex Network with Large Language Models Jinzhu Mao Dongyun Zou Li Sheng Siyi Liu Chen Gao Yue Wang Yong Li 40 3 0 01 Mar 2024
Functional Benchmarks for Robust Evaluation of Reasoning Performance, and the Reasoning Gap Saurabh Srivastava B. AnnaroseM V. AntoP Shashank Menon Ajay Sukumar T. AdwaithSamod Alan Philipose Stevin Prince Sooraj Thomas ELM ReLM LRM 34 45 0 29 Feb 2024
SEED: Customize Large Language Models with Sample-Efficient Adaptation for Code Generation Xue Jiang Yihong Dong Zhi Jin Ge Li VLM 33 4 0 29 Feb 2024
ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMs Fengqing Jiang Zhangchen Xu Luyao Niu Zhen Xiang Bhaskar Ramasubramanian Bo Li Radha Poovendran 26 86 0 19 Feb 2024
On the Roles of LLMs in Planning: Embedding LLMs into Planning Graphs H. Zhuo Xin Chen Rong Pan 26 2 0 18 Feb 2024
When is Tree Search Useful for LLM Planning? It Depends on the Discriminator Ziru Chen Michael White Raymond Mooney Ali Payani Yu-Chuan Su Huan Sun LLMAG 75 33 0 16 Feb 2024
VerMCTS: Synthesizing Multi-Step Programs using a Verifier, a Large Language Model, and Tree Search David Brandfonbrener Simon Henniger Sibi Raja Tarun Prasad Chloe Loughridge ... Sabrina Ruixin Hu Jianang Yang William E. Byrd Robert Zinkov Nada Amin LRM 43 5 0 13 Feb 2024
Grounding Data Science Code Generation with Input-Output Specifications Yeming Wen Pengcheng Yin Kensen Shi Henryk Michalewski Swarat Chaudhuri A. Polozov SyDa 22 10 0 12 Feb 2024
Fight Back Against Jailbreaking via Prompt Adversarial Tuning Yichuan Mo Yuji Wang Zeming Wei Yisen Wang AAML SILM 47 24 0 09 Feb 2024
The Essential Role of Causality in Foundation World Models for Embodied AI Tarun Gupta Wenbo Gong Chao Ma Nick Pawlowski Agrin Hilmkil ... Jianfeng Gao Stefan Bauer Danica Kragic Bernhard Schölkopf Cheng Zhang 28 15 0 06 Feb 2024
Large Language Models as Hyper-Heuristics for Combinatorial Optimization Haoran Ye Jiarui Wang Zhiguang Cao Federico Berto Chuanbo Hua Haeyeon Kim Jinkyoo Park Guojie Song 40 44 0 02 Feb 2024
A Survey on Data Augmentation in Large Model Era Yue Zhou Chenlu Guo Xu Wang Yi-Ju Chang Yuan Wu LM&MA VLM 40 23 0 27 Jan 2024
LangProp: A code optimization framework using Large Language Models applied to driving Shu Ishida Gianluca Corrado George Fedoseev Hudson Yeo Lloyd Russell Jamie Shotton João F. Henriques Anthony Hu 34 11 0 18 Jan 2024
A Study on Training and Developing Large Language Models for Behavior Tree Generation Fu Li Xueying Wang Bin Li Yunlong Wu Yanzhen Wang Xiaodong Yi 11 4 0 16 Jan 2024
Universal Vulnerabilities in Large Language Models: Backdoor Attacks for In-context Learning Shuai Zhao Meihuizi Jia Anh Tuan Luu Fengjun Pan Jinming Wen AAML 29 35 0 11 Jan 2024
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 27 17 0 27 Dec 2023
Toward General-Purpose Robots via Foundation Models: A Survey and Meta-Analysis Yafei Hu Quanting Xie Vidhi Jain Jonathan M Francis Jay Patrikar ... Xiaolong Wang Sebastian A. Scherer Z. Kira Fei Xia Yonatan Bisk LM&Ro AI4CE 30 62 0 14 Dec 2023
LLM-Assisted Code Cleaning For Training Accurate Code Generators Naman Jain Tianjun Zhang Wei-Lin Chiang Joseph E. Gonzalez Koushik Sen Ion Stoica 28 27 0 25 Nov 2023
Adaptation with Self-Evaluation to Improve Selective Prediction in LLMs Jiefeng Chen Jinsung Yoon Sayna Ebrahimi Sercan Ö. Arik Tomas Pfister Somesh Jha 14 31 0 18 Oct 2023
Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation E. Zelikman Eliana Lorch Lester W. Mackey Adam Tauman Kalai LRM ReLM 36 46 0 03 Oct 2023
Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training Xidong Feng Ziyu Wan Muning Wen Stephen Marcus McAleer Ying Wen Weinan Zhang Jun Wang LRM AI4CE 22 149 0 29 Sep 2023
Reasoning about the Unseen for Efficient Outdoor Object Navigation Quanting Xie Tianyi Zhang Kedi Xu Matthew Johnson-Roberson Yonatan Bisk LRM 53 11 0 18 Sep 2023
Beyond Static Datasets: A Deep Interaction Approach to LLM Evaluation Jiatong Li Rui Li Qi Liu 26 14 0 08 Sep 2023
Code Llama: Open Foundation Models for Code Baptiste Rozière Jonas Gehring Fabian Gloeckle Sten Sootla Itai Gat ... Hugo Touvron Louis Martin Nicolas Usunier Thomas Scialom Gabriel Synnaeve ELM ALM 58 1,881 0 24 Aug 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 56 589 0 18 Aug 2023
ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis Kensen Shi Joey Hong Yinlin Deng Pengcheng Yin Manzil Zaheer Charles Sutton 18 18 0 26 Jul 2023
Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs Alexander K. Lew Tan Zhi-Xuan Gabriel Grand Vikash K. Mansinghka LLMSV LRM 49 35 0 05 Jun 2023
ALGO: Synthesizing Algorithmic Programs with LLM-Generated Oracle Verifiers Kexun Zhang Danqing Wang Jingtao Xia William Yang Wang Lei Li 23 39 0 24 May 2023
Large Language Models as Commonsense Knowledge for Large-Scale Task Planning Zirui Zhao W. Lee David Hsu LRM LLMAG LM&Ro 31 192 0 23 May 2023
Neural Machine Translation for Code Generation K. Dharma Clayton T. Morrison 30 4 0 22 May 2023
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study Yuan Sui Mengyu Zhou Mingjie Zhou Shi Han Dongmei Zhang LMTD 8 67 0 22 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas L. Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 33 1,711 0 17 May 2023
Transformer-based Planning for Symbolic Regression Parshin Shojaee Kazem Meidani A. Farimani Chandan K. Reddy 36 33 0 13 Mar 2023
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning Hung Le Yue Wang Akhilesh Deepak Gotmare Silvio Savarese S. Hoi SyDa ALM 124 236 0 05 Jul 2022
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq R. Joty S. Hoi 210 1,485 0 02 Sep 2021
Measuring Coding Challenge Competence With APPS Dan Hendrycks Steven Basart Saurav Kadavath Mantas Mazeika Akul Arora ... Collin Burns Samir Puranik Horace He D. Song Jacob Steinhardt ELM AIMat ALM 194 623 0 20 May 2021