AI Agent

Mutation-Guided LLM-based Test Generation at Meta

Christopher Foster, Abhishek Gulati, Mark Harman, Inna Harper, Ke Mao, Jillian Ritchey, Hervé Robert, Shubho Sengupta

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.LG、cs.SE

Comments Submitted to FSE 2025 Industry Track

Feature-Factory: Automating Software Feature Integration Using Generative AI

Ruslan Idelfonso Magana Vsevolodovna

专题命中 软件智能体 ：planning(abstract)；分类 cs.AI、cs.LG、cs.SE

Comments 14 pages, 1 figure

More Agents Is All You Need

Junyou Li, Qin Zhang, Yangbin Yu, Qiang Fu, Deheng Ye

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Published at Transactions on Machine Learning Research (TMLR)

SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?

John Yang, Carlos E. Jimenez, Alex L. Zhang, Kilian Lieret, Joyce Yang, Xindi Wu, Ori Press, Niklas Muennighoff, Gabriel Synnaeve, Karthik R. Narasimhan, Diyi Yang, Sida I. Wang, Ofir Press

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.SE

Agents in Software Engineering: Survey, Landscape, and Vision

Yanlin Wang, Wanjun Zhong, Yanxian Huang, Ensheng Shi, Min Yang, Jiachi Chen, Hui Li, Yuchi Ma, Qianxiang Wang, Zibin Zheng

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.SE

Comments 12 pages, 4 figures

Fixed-budget and Multiple-issue Quadratic Voting

Laura Georgescu, James Fox, Anna Gautier, Michael Wooldridge

专题命中 软件智能体 ：agent(abstract)；multi-agent(abstract)

Comments This preprint is currently under conference peer-review

Improving Alignment and Robustness with Circuit Breakers

Andy Zou, Long Phan, Justin Wang, Derek Duenas, Maxwell Lin, Maksym Andriushchenko, Rowan Wang, Zico Kolter, Matt Fredrikson, Dan Hendrycks

专题命中 软件智能体 ：AI agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Code and models are available at https://github.com/GraySwanAI/circuit-breakers

SimPal: Towards a Meta-Conversational Framework to Understand Teacher's Instructional Goals for K-12 Physics

Effat Farhana, Souvika Sarkar, Ralph Knipper, Indrani Dey, Hari Narayanan, Sadhana Puntambekar, Shubhra Kanti Karmaker

专题命中 软件智能体 ：agent(abstract)；AI agent(abstract)

Staying vigilant in the Age of AI: From content generation to content authentication

Yufan Li, Zhan Wang, Theo Papatheodorou

专题命中 软件智能体 ：agent(abstract)；workflow(abstract)

Comments ISEA 2024 full paper https://isea2024.isea-international.org/academic-program/ conference paper, 8 pages

Learning Retrieval Augmentation for Personalized Dialogue Generation

Qiushi Huang, Shuai Fu, Xubo Liu, Wenwu Wang, Tom Ko, Yu Zhang, Lilian Tang

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Accepted to EMNLP-2023

Code Simulation Challenges for Large Language Models

Emanuele La Malfa, Christoph Weinhuber, Orazio Torre, Fangru Lin, Samuele Marro, Anthony Cohn, Nigel Shadbolt, Michael Wooldridge

专题命中 软件智能体 ：planning(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Code: https://github.com/EmanueleLM/CodeSimulation

Challenges in Deploying Long-Context Transformers: A Theoretical Peak Performance Analysis

Yao Fu

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Game Theory with Simulation of Other Players

Vojtech Kovarik, Caspar Oesterheld, Vincent Conitzer

专题命中 软件智能体 ：agent(abstract)；AI agent(abstract)

Comments The latest version fixes some typos in the proof of Theorem 5

Testing the Depth of ChatGPT's Comprehension via Cross-Modal Tasks Based on ASCII-Art: GPT3.5's Abilities in Regard to Recognizing and Generating ASCII-Art Are Not Totally Lacking

David Bayani

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Accepted in EACL 2024 as a long paper. See accepted/#long-papers" target="_blank" rel="noopener">https://2024.eacl.org/program/findings-accepted/#long-papers . Note: this paper's ArXiv version includes additional discussion, analysis, and types of experiments compared to the EACL version. Changes introduced in V2 of ArXiv paper: only this comment metadata. V1 was initially submission on July 26th, 2023 - release was delayed by ArXiv for a few days

Knowledge Graph Prompting for Multi-Document Question Answering

Yu Wang, Nedim Lipka, Ryan A. Rossi, Alexa Siu, Ruiyi Zhang, Tyler Derr

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.LG

ANPL: Towards Natural Programming with Interactive Decomposition

Di Huang, Ziyuan Nan, Xing Hu, Pengwei Jin, Shaohui Peng, Yuanbo Wen, Rui Zhang, Zidong Du, Qi Guo, Yewen Pu, Yunji Chen

专题命中 软件智能体 ：workflow(abstract)；分类 cs.AI、cs.CL、cs.LG

Tree-GPT: Modular Large Language Model Expert System for Forest Remote Sensing Image Understanding and Interactive Analysis

Siqi Du, Shengjun Tang, Weixi Wang, Xiaoming Li, Renzhong Guo

专题命中 软件智能体 ：agent(abstract)；workflow(abstract)

VAD: Vectorized Scene Representation for Efficient Autonomous Driving

Bo Jiang, Shaoyu Chen, Qing Xu, Bencheng Liao, Jiajie Chen, Helong Zhou, Qian Zhang, Wenyu Liu, Chang Huang, Xinggang Wang

专题命中 软件智能体 ：agent(abstract)；planning(abstract)

Comments Accepted to ICCV 2023. Code&Demos: https://github.com/hustvl/VAD

Nash Equilibrium and Bisimulation Invariance

Julian Gutierrez, Paul Harrenstein, Giuseppe Perelli, Michael Wooldridge

专题命中 软件智能体 ：agent(abstract)；multi-agent(abstract)

Journal ref Logical Methods in Computer Science, Volume 15, Issue 3 (September 20, 2019) lmcs:4791

InProC: Industry and Product/Service Code Classification

Simerjot Kaur, Andrea Stefanucci, Sameena Shah

专题命中 软件智能体 ：agent(abstract)；AI agent(abstract)

WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents

Shunyu Yao, Howard Chen, John Yang, Karthik Narasimhan

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Project page with code, data, demos: https://webshop-pnlp.github.io. v3 is NeurIPS camera ready version. v4 fixes the choice oracle result as per https://github.com/princeton-nlp/WebShop/issues/15

SymForce: Symbolic Computation and Code Generation for Robotics

Hayk Martiros, Aaron Miller, Nathan Bucki, Bradley Solliday, Ryan Kennedy, Jack Zhu, Tung Dang, Dominic Pattison, Harrison Zheng, Teo Tomic, Peter Henry, Gareth Cross, Josiah VanderMey, Alvin Sun, Samuel Wang, Kristen Holtz

专题命中 软件智能体 ：planning(abstract)；workflow(abstract)

Comments 10 pages, 5 figures. RSS 2022

Explainability Via Causal Self-Talk

Nicholas A. Roy, Junkyung Kim, Neil Rabinowitz

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Cyrus2D base: Source Code Base for RoboCup 2D Soccer Simulation League

Nader Zare, Omid Amini, Aref Sayareh, Mahtab Sarvmaili, Arad Firouzkouhi, Saba Ramezani Rad, Stan Matwin, Amilcar Soares

专题命中 软件智能体 ：agent(abstract)；multi-agent(abstract)

Contrastive Learning for Cross-Domain Open World Recognition

Francesco Cappio Borlino, Silvia Bucci, Tatiana Tommasi

专题命中 软件智能体 ：agent(abstract)；autonomous agent(abstract)

Comments This work has been accepted for publication at IROS 2022

Multimodal Lecture Presentations Dataset: Understanding Multimodality in Educational Slides

Dong Won Lee, Chaitanya Ahuja, Paul Pu Liang, Sanika Natu, Louis-Philippe Morency

专题命中 软件智能体 ：AI agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments 9 pages, 5 figures

Goal-Aware RSS for Complex Scenarios via Program Logic

Ichiro Hasuo, Clovis Eberhart, James Haydon, Jérémy Dubut, Rose Bohrer, Tsutomu Kobayashi, Sasinee Pruekprasert, Xiao-Yi Zhang, Erik André Pallas, Akihisa Yamada, Kohei Suenaga, Fuyuki Ishikawa, Kenji Kamijo, Yoshiyuki Shinya, Takamasa Suetomi

专题命中 软件智能体 ：planning(abstract)；workflow(abstract)

Comments 33 pages, 18 figures, 1 table. Accepted for publication in IEEE Transactions on Intelligent Vehicles

DeepRNG: Towards Deep Reinforcement Learning-Assisted Generative Testing of Software

Chuan-Yung Tsai, Graham W. Taylor

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI、cs.LG、cs.SE

Comments Workshop on ML for Systems, 35th Conference on Neural Information Processing Systems (NeurIPS 2021)

ZERO: Playing Mathematical Programming Games

Gabriele Dragotto, Sriram Sankaranarayanan, Margarida Carvalho, Andrea Lodi

专题命中 软件智能体 ：agent(abstract)；multi-agent(abstract)

Explanation-Based Human Debugging of NLP Models: A Survey

Piyawat Lertvittayakumjorn, Francesca Toni

专题命中 软件智能体 ：workflow(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Accepted for publication at TACL. This version is a pre-MIT Press publication version