AI Agent

Codev-Bench: How Do LLMs Understand Developer-Centric Code Completion?

Zhenyu Pan, Rongyu Cao, Yongchang Cao, Yingwei Ma, Binhua Li, Fei Huang, Han Liu, Yongbin Li

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

A Platform-Agnostic Deep Reinforcement Learning Framework for Effective Sim2Real Transfer towards Autonomous Driving

Dianzhao Li, Ostap Okhrin

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

SoK: Verifiable Cross-Silo FL

Aleksei Korneev, Jan Ramon

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

Better than Your Teacher: LLM Agents that learn from Privileged AI Feedback

Sanjiban Choudhury, Paloma Sodhi

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

Comments 34 pages, 6 figures, 5 tables

BabelBench: An Omni Benchmark for Code-Driven Analysis of Multimodal and Multistructured Data

Xuwu Wang, Qiwen Cui, Yunzhe Tao, Yiran Wang, Ziwei Chai, Xiaotian Han, Boyi Liu, Jianbo Yuan, Jing Su, Guoyin Wang, Tingkai Liu, Liyu Chen, Tianyi Liu, Tao Sun, Yufeng Zhang, Sirui Zheng, Quanzeng You, Yang Yang, Hongxia Yang

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

R-AIF: Solving Sparse-Reward Robotic Tasks from Pixels with Active Inference and World Models

Viet Dung Nguyen, Zhizhuo Yang, Christopher L. Buckley, Alexander Ororbia

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

Comments 20 pages, 2 algorithms, 2 tables, 5 figures, submitted to ICRA 2025

Graph Retrieval-Augmented Generation: A Survey

Boci Peng, Yun Zhu, Yongchao Liu, Xiaohe Bo, Haizhou Shi, Chuntao Hong, Yan Zhang, Siliang Tang

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

Comments Ongoing work. Compared to the first version, several references have been added and a GitHub repository link has been provided

Risks from Language Models for Automated Mental Healthcare: Ethics and Structure for Implementation

Declan Grabb, Max Lamparth, Nina Vasan

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

Comments Updated with fine-tuned model results to match CoLM accepted camera-ready version

VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents

Xiao Liu, Tianjie Zhang, Yu Gu, Iat Long Iong, Yifan Xu, Xixuan Song, Shudan Zhang, Hanyu Lai, Xinyi Liu, Hanlin Zhao, Jiadai Sun, Xinyue Yang, Yu Yang, Zehan Qi, Shuntian Yao, Xueqiao Sun, Siyi Cheng, Qinkai Zheng, Hao Yu, Hanchen Zhang, Wenyi Hong, Ming Ding, Lihang Pan, Xiaotao Gu, Aohan Zeng, Zhengxiao Du, Chan Hee Song, Yu Su, Yuxiao Dong, Jie Tang

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

SafeDreamer: Safe Reinforcement Learning with World Models

Weidong Huang, Jiaming Ji, Chunhe Xia, Borong Zhang, Yaodong Yang

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

Comments ICLR 2024

Scenario-based Thermal Management Parametrization Through Deep Reinforcement Learning

Thomas Rudolf, Philip Muhl, Sören Hohmann, Lutz Eckstein

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

Comments 8 pages, 7 figures, 2 tables, 1 algorithm, 10 equations, conference

CHATATC: Large Language Model-Driven Conversational Agents for Supporting Strategic Air Traffic Flow Management

Sinan Abdulhak, Wayne Hubbard, Karthik Gopalakrishnan, Max Z. Li

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

Comments 8 pages, 5 figures; minor revisions to address reviewer feedback for final submission to the 11th International Conference on Research in Air Transportation (ICRAT)

AgileCoder: Dynamic Collaborative Agents for Software Development based on Agile Methodology

Minh Huynh Nguyen, Thang Phan Chau, Phong X. Nguyen, Nghi D. Q. Bui

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

Comments Work in progress

Reproducible scaling laws for contrastive language-image learning

Mehdi Cherti, Romain Beaumont, Ross Wightman, Mitchell Wortsman, Gabriel Ilharco, Cade Gordon, Christoph Schuhmann, Ludwig Schmidt, Jenia Jitsev

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

Comments CVPR 2023. Version with minor extension. Original: CVPR2023/html/Cherti_Reproducible_Scaling_Laws_for_Contrastive_Language-Image_Learning_CVPR_2023_paper" target="_blank" rel="noopener">https://openaccess.thecvf.com/content/CVPR2023/html/Cherti_Reproducible_Scaling_Laws_for_Contrastive_Language-Image_Learning_CVPR_2023_paper

Journal ref Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023, pp. 2818-2829

Teaching Machines to Code: Smart Contract Translation with LLMs

Rabimba Karanjai, Lei Xu, Weidong Shi

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

MELT: Mining Effective Lightweight Transformations from Pull Requests

Daniel Ramos, Hailie Mitchell, Inês Lynce, Vasco Manquinho, Ruben Martins, Claire Le Goues

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

Journal ref 38th IEEE/ACM International Conference on Automated Software Engineering, ASE 2023, Luxembourg, September 11-15, 2023

How to Stay Curious while Avoiding Noisy TVs using Aleatoric Uncertainty Estimation

Augustine N. Mavor-Parker, Kimberly A. Young, Caswell Barry, Lewis D. Griffin

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

Comments ICML 2022 format. Thesis version with cleaned up code

Fuzzy Logic Guided Reward Function Variation: An Oracle for Testing Reinforcement Learning Programs

Shiyu Zhang, Haoyang Song, Qixin Wang, Yu Pei

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

Comments 10 pages, 5 figures

Fundamental Problems With Model Editing: How Should Rational Belief Revision Work in LLMs?

Peter Hase, Thomas Hofweber, Xiang Zhou, Elias Stengel-Eskin, Mohit Bansal

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

Comments 23 pages, 4 figures

Using Curiosity for an Even Representation of Tasks in Continual Offline Reinforcement Learning

Pankayaraj Pathmanathan, Natalia Díaz-Rodríguez, Javier Del Ser

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

Searching for Programmatic Policies in Semantic Spaces

Rubens O. Moraes, Levi H. S. Lelis

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

Comments Available code: https://github.com/rubensolv/Library-Induced-Semantic-Spaces

Executable Code Actions Elicit Better LLM Agents

Xingyao Wang, Yangyi Chen, Lifan Yuan, Yizhe Zhang, Yunzhu Li, Hao Peng, Heng Ji

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

Comments Accepted by ICML 2024; Code, data, model, and demo are available at https://github.com/xingyaoww/code-act

CompeteAI: Understanding the Competition Dynamics in Large Language Model-based Agents

Qinlin Zhao, Jindong Wang, Yixuan Zhang, Yiqiao Jin, Kaijie Zhu, Hao Chen, Xing Xie

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

Comments International Conference on Machine Learning (ICML) 2024 Oral; 16 pages; code is at: https://github.com/microsoft/competeai

ATraDiff: Accelerating Online Reinforcement Learning with Imaginary Trajectories

Qianlan Yang, Yu-Xiong Wang

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

Comments ICML 2024 Accepted

Class-Level Code Generation from Natural Language Using Iterative, Tool-Enhanced Reasoning over Repository

Ajinkya Deshpande, Anmol Agarwal, Shashank Shet, Arun Iyer, Aditya Kanade, Ramakrishna Bairi, Suresh Parthasarathy

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

Comments Preprint with additional experiments

A Survey on Self-Evolution of Large Language Models

Zhengwei Tao, Ting-En Lin, Xiancai Chen, Hangyu Li, Yuchuan Wu, Yongbin Li, Zhi Jin, Fei Huang, Dacheng Tao, Jingren Zhou

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

Transformers and Slot Encoding for Sample Efficient Physical World Modelling

Francesco Petri, Luigi Asprino, Aldo Gangemi

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

Maximum diffusion reinforcement learning

Thomas A. Berrueta, Allison Pinosky, Todd D. Murphey

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

Comments The PDF file contains the collated main text and supplementary information. For supplementary movies, see https://www.youtube.com/playlist?list=PLO5AGPa3klrCTSO-t7HZsVNQinHXFQmn9

AutoCoder: Enhancing Code Large Language Model with \textsc{AIEV-Instruct}

Bin Lei, Yuchen Li, Qiuwu Chen

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

ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous Vehicles

Jiawei Zhang, Chejian Xu, Bo Li

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

Comments The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024