代码大模型 / AI 编程

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

Scaling Data-Driven Building Energy Modelling using Large Language Models

Sunil Khadka, Liang Zhang

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

ChatGPT Code Detection: Techniques for Uncovering the Source of Code

Marc Oedingen, Raphael C. Engelhardt, Robin Denz, Maximilian Hammer, Wolfgang Konen

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

Comments Accepted for publication in MDPI AI Journal

Journal ref AI. 2024; 5(3):1066-1094

Assessing the Code Clone Detection Capability of Large Language Models

Zixian Zhang, Takfarinas Saber

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

Generative Monoculture in Large Language Models

Fan Wu, Emily Black, Varun Chandrasekaran

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

Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language Generation

Xinglin Wang, Yiwei Li, Shaoxiong Feng, Peiwen Yuan, Boyuan Pan, Heda Wang, Yao Hu, Kan Li

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

Comments Accepted to ACL2024 Main Conference

NLPerturbator: Studying the Robustness of Code LLMs to Natural Language Variations

Junkai Chen, Zhenhao Li, Xing Hu, Xin Xia

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

Bug In the Code Stack: Can LLMs Find Bugs in Large Python Code Stacks

Hokyung Lee, Sumanyu Sharma, Bing Hu

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

Comments 8 pages

The Fire Thief Is Also the Keeper: Balancing Usability and Privacy in Prompts

Zhili Shen, Zihang Xi, Ying He, Wei Tong, Jingyu Hua, Sheng Zhong

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

GW-MoE: Resolving Uncertainty in MoE Router with Global Workspace Theory

Haoze Wu, Zihan Qiu, Zili Wang, Hang Zhao, Jie Fu

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

GitHub Copilot: the perfect Code compLeeter?

Ilja Siroš, Dave Singelée, Bart Preneel

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

Comments 10 pages, 6 figures. Code available: https://github.com/IljaSir/CopilotSolverForLeetCode

INTERVENOR: Prompting the Coding Ability of Large Language Models with the Interactive Chain of Repair

Hanbin Wang, Zhenghao Liu, Shuo Wang, Ganqu Cui, Ning Ding, Zhiyuan Liu, Ge Yu

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

Comments 27 pages, 19 figures, 10 tables

Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation

Shicheng Xu, Liang Pang, Mo Yu, Fandong Meng, Huawei Shen, Xueqi Cheng, Jie Zhou

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

Comments ACL 2024 Main

Integration of a systolic array based hardware accelerator into a DNN operator auto-tuning framework

F. N. Peccia, O. Bringmann

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

Comments 6 pages, 5 figures, submitted to the CODAI Workshop at the 2022 ESWEEK

Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement

Muning Wen, Junwei Liao, Cheng Deng, Jun Wang, Weinan Zhang, Ying Wen

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

Explicitly Encoding Structural Symmetry is Key to Length Generalization in Arithmetic Tasks

Mahdi Sabbaghi, George Pappas, Hamed Hassani, Surbhi Goel

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

Comments 32 pages, 16 figures

Decoding at the Speed of Thought: Harnessing Parallel Decoding of Lexical Units for LLMs

Chenxi Sun, Hongzhi Zhang, Zijia Lin, Jingyuan Zhang, Fuzheng Zhang, Zhongyuan Wang, Bin Chen, Chengru Song, Di Zhang, Kun Gai, Deyi Xiong

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

Comments Accepted for publication at LREC-COLING 2024

Do Large Language Models Pay Similar Attention Like Human Programmers When Generating Code?

Bonan Kou, Shengmai Chen, Zhijie Wang, Lei Ma, Tianyi Zhang

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

Comments To appear in 2024 the ACM International Conference on the Foundations of Software Engineering (FSE '24)