代码大模型 / AI 编程

Eurekaverse: Environment Curriculum Generation via Large Language Models

William Liang, Sam Wang, Hung-Ju Wang, Osbert Bastani, Dinesh Jayaraman, Yecheng Jason Ma

专题命中 代码生成 ：code generation(abstract)；分类 cs.AI、cs.LG

Comments Conference on Robot Learning (CoRL), 2024. Project website and code: https://eureka-research.github.io/eurekaverse

NEO: Saving GPU Memory Crisis with CPU Offloading for Online LLM Inference

Xuanlin Jiang, Yang Zhou, Shiyi Cao, Ion Stoica, Minlan Yu

专题命中 代码生成 ：code generation(abstract)；分类 cs.AI、cs.LG

Prompt Tuning Strikes Back: Customizing Foundation Models with Low-Rank Prompt Adaptation

Abhinav Jain, Swarat Chaudhuri, Thomas Reps, Chris Jermaine

专题命中 代码生成 ：code generation(abstract)；分类 cs.AI、cs.LG

Comments 14 pages, 8 figures, 4 tables

Scaling LLM Inference with Optimized Sample Compute Allocation

Kexun Zhang, Shang Zhou, Danqing Wang, William Yang Wang, Lei Li

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI

Data Interpreter: An LLM Agent For Data Science

Sirui Hong, Yizhang Lin, Bang Liu, Bangbang Liu, Binhao Wu, Ceyao Zhang, Chenxing Wei, Danyang Li, Jiaqi Chen, Jiayi Zhang, Jinlin Wang, Li Zhang, Lingyao Zhang, Min Yang, Mingchen Zhuge, Taicheng Guo, Tuo Zhou, Wei Tao, Xiangru Tang, Xiangtao Lu, Xiawu Zheng, Xinbing Liang, Yaying Fei, Yuheng Cheng, Zhibin Gou, Zongze Xu, Chenglin Wu

专题命中 代码生成 ：code generation(abstract)；分类 cs.AI、cs.LG

Impeding LLM-assisted Cheating in Introductory Programming Assignments via Adversarial Perturbation

Saiful Islam Salim, Rubin Yuchan Yang, Alexander Cooper, Suryashree Ray, Saumya Debray, Sazzadur Rahaman

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.CL

PEAR: A Robust and Flexible Automation Framework for Ptychography Enabled by Multiple Large Language Model Agents

Xiangyu Yin, Chuqiao Shi, Yimo Han, Yi Jiang

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI

Comments 18 pages, 5 figures, technical preview report

ECCO: Can We Improve Model-Generated Code Efficiency Without Sacrificing Functional Correctness?

Siddhant Waghjale, Vishruth Veerendranath, Zora Zhiruo Wang, Daniel Fried

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2024; Project Page: https://ecco-code-eff.github.io/

Can LLMs plan paths with extra hints from solvers?

Erik Wu, Sayan Mitra

专题命中 代码生成 ：program synthesis(abstract)；分类 cs.CL、cs.AI

Showing LLM-Generated Code Selectively Based on Confidence of LLMs

Jia Li, Yuqi Zhu, Yongmin Li, Ge Li, Zhi Jin

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.CL

EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records

Wenqi Shi, Ran Xu, Yuchen Zhuang, Yue Yu, Jieyu Zhang, Hang Wu, Yuanda Zhu, Joyce Ho, Carl Yang, May D. Wang

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI

Comments Accepted in EMNLP 2024 main conference

Task-oriented Prompt Enhancement via Script Generation

Chung-Yu Wang, Alireza DaghighFarsoodeh, Hung Viet Pham

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

Comments 17 pages + reference

RMCBench: Benchmarking Large Language Models' Resistance to Malicious Code

Jiachi Chen, Qingyuan Zhong, Yanlin Wang, Kaiwen Ning, Yongkun Liu, Zenan Xu, Zhe Zhao, Ting Chen, Zibin Zheng

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

Comments 12 pages, 6 figures, 5 tables, 39th IEEE/ACM International Conference on Automated Software Engineering (ASE '24)

PromSec: Prompt Optimization for Secure Generation of Functional Source Code with Large Language Models (LLMs)

Mahmoud Nazzal, Issa Khalil, Abdallah Khreishah, NhatHai Phan

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.LG

Comments 15 pages, 19 figures, CCS 2024

Enhancing AI-based Generation of Software Exploits with Contextual Information

Pietro Liguori, Cristina Improta, Roberto Natella, Bojan Cukic, Domenico Cotroneo

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

Comments Accepted for publication at The 35th IEEE International Symposium on Software Reliability Engineering

CortexCompile: Harnessing Cortical-Inspired Architectures for Enhanced Multi-Agent NLP Code Synthesis

Gautham Ramachandran, Rick Yang

专题命中 代码生成 ：code generation(abstract)；分类 cs.AI、cs.LG

Comments 17 pages, 6 figures

CodeSift: An LLM-Based Reference-Less Framework for Automatic Code Validation

Pooja Aggarwal, Oishik Chatterjee, Ting Dai, Prateeti Mohapatra, Brent Paulovicks, Brad Blancett, Arthur De Magalhaes

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

Procedural Adherence and Interpretability Through Neuro-Symbolic Generative Agents

Raven Rothkopf, Hannah Tongxin Zeng, Mark Santolucito

专题命中 代码生成 ：program synthesis(abstract)；分类 cs.AI、cs.LG

Comments 11 pages

Strategic Optimization and Challenges of Large Language Models in Object-Oriented Programming

Zinan Wang

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

Comments 10 pages

Understanding Defects in Generated Codes by Language Models

Ali Mohammadi Esfahani, Nafiseh Kahani, Samuel A. Ajila

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

Copilot-in-the-Loop: Fixing Code Smells in Copilot-Generated Python Code using Copilot

Beiqi Zhang, Peng Liang, Qiong Feng, Yujia Fu, Zengyang Li

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

Comments The 39th IEEE/ACM International Conference on Automated Software Engineering (ASE), NIER Track

Don't Complete It! Preventing Unhelpful Code Completion for Productive and Sustainable Neural Code Completion Systems

Zhensu Sun, Xiaoning Du, Fu Song, Shangwen Wang, Mingze Ni, Li Li, David Lo

专题命中 代码生成 ：code model(abstract)；分类 cs.SE、cs.AI

Comments Accepted by TOSEM

Frontend Diffusion: Exploring Intent-Based User Interfaces through Abstract-to-Detailed Task Transitions

Qinshi Zhang, Latisha Besariani Hendra, Mohan Chi, Zijian Ding

专题命中 代码生成 ：code generation(abstract)；分类 cs.AI、cs.LG

A Performance Study of LLM-Generated Code on Leetcode

Tristan Coignion, Clément Quinton, Romain Rouvoy

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

Journal ref Proceedings of the 28th International Conference on Evaluation and Assessment in Software Engineering, 2024

Building AI Agents for Autonomous Clouds: Challenges and Design Principles

Manish Shetty, Yinfang Chen, Gagan Somashekar, Minghua Ma, Yogesh Simmhan, Xuchao Zhang, Jonathan Mace, Dax Vandevoorde, Pedro Las-Casas, Shachee Mishra Gupta, Suman Nath, Chetan Bansal, Saravan Rajmohan

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI

SafeDecoding: Defending against Jailbreak Attacks via Safety-Aware Decoding

Zhangchen Xu, Fengqing Jiang, Luyao Niu, Jinyuan Jia, Bill Yuchen Lin, Radha Poovendran

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI

Comments To appear in ACL 2024

SPLAT: A framework for optimised GPU code-generation for SParse reguLar ATtention

Ahan Gupta, Yueming Yuan, Devansh Jain, Yuhao Ge, David Aponte, Yanqi Zhou, Charith Mendis

专题命中 代码生成 ：code generation(abstract)；分类 cs.LG、cs.PL

Comments 31 pages, 16 figures

Compressing Structured Tensor Algebra

Mahdi Ghorbani, Emilien Bauer, Tobias Grosser, Amir Shaikhha

专题命中 代码生成 ：code generation(abstract)；分类 cs.LG、cs.PL

Weight Block Sparsity: Training, Compilation, and AI Engine Accelerators

Paolo D'Alberto, Taehee Jeong, Akshai Jain, Shreyas Manjunath, Mrinal Sarmah, Samuel Hsu, Yaswanth Raparti, Nitesh Pipralia

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.LG

Comments 12 pages, 10 figures, 1 table

Pix2Code: Learning to Compose Neural Visual Concepts as Programs

Antonia Wüst, Wolfgang Stammer, Quentin Delfosse, Devendra Singh Dhami, Kristian Kersting

专题命中 代码生成 ：program synthesis(abstract)；分类 cs.AI、cs.LG