AI Agent

Adaptive Data Flywheel: Applying MAPE Control Loops to AI Agent Improvement

Aaditya Shukla, Sidney Knowles, Meenakshi Madugula, Dave Farris, Ryan Angilly, Santiago Pombo, Anbang Xu, Lu An, Abhinav Balasubramanian, Tan Yu, Jiaxiang Ren, Rama Akkiraju

专题命中 Agent评测 ：agent(title,abstract)；AI agent(title,abstract)；分类 cs.AI、cs.LG

Comments 20 pages, 5 figures, 5 tables. Presents MAPE-K control loop application to enterprise AI agent improvement with experimental validation on NVIDIA's NVInfo AI system

Semantically-Aware LLM Agent to Enhance Privacy in Conversational AI Services

Jayden Serenari, Stephen Lee

机构 * Department of Computer Science University of Pittsburgh Pittsburgh, Pennsylvania, USA（计算机科学系 纽约大学 伯利恒，宾夕法尼亚州，美国） 纠错

专题命中 Agent评测 ：agent(title,abstract)；分类 cs.CL

Comments Accepted to IEEE Big Data 2025

Sensible Agent: A Framework for Unobtrusive Interaction with Proactive AR Agents

Geonsun Lee, Min Xia, Nels Numan, Xun Qian, David Li, Yanhe Chen, Achin Kulshrestha, Ishan Chatterjee, Yinda Zhang, Dinesh Manocha, David Kim, Ruofei Du

专题命中 Agent评测 ：agent(title,abstract)

Training a Generally Curious Agent

Fahim Tajwar, Yiding Jiang, Abitha Thankaraj, Sumaita Sadia Rahman, J Zico Kolter, Jeff Schneider, Ruslan Salakhutdinov

机构 * North Carolina State University（北卡罗来纳州立大学） 纠错

专题命中 Agent评测 ：agent(title)；分类 cs.AI、cs.CL、cs.LG

Comments ICML 2025. Project Website: https://paprika-llm.github.io

Exploiting Agent Symmetries for Performance Analysis of Distributed Optimization Methods

Sebastien Colla, Julien M. Hendrickx

专题命中 Agent评测 ：agent(title,abstract)

Comments submitted to Open Journal of Mathematical Optimization (OJMO)

DRAMA: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries

Chuxuan Hu, Maxwell Yang, James Weiland, Yeji Lim, Suhas Palawala, Daniel Kang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.CL

Comments Accepted to SIGMOD 2026

Towards Universal Video Retrieval: Generalizing Video Embedding via Synthesized Multimodal Pyramid Curriculum

Zhuoning Guo, Mingxin Li, Yanzhao Zhang, Dingkun Long, Pengjun Xie, Xiaowen Chu

机构 * Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团） 纠错

专题命中 Agent评测 ：workflow(abstract)；分类 cs.AI、cs.CL、cs.LG

MedCalc-Eval and MedCalc-Env: Advancing Medical Calculation Capabilities of Large Language Models

Kangkun Mao, Jinru Ding, Jiayuan Chen, Mouxiao Bian, Ruiyao Chen, Xinwei Peng, Sijie Ren, Linyang Li, Jie Xu

机构 * Shanghai AI Laboratory（上海人工智能实验室） 纠错

专题命中 Agent评测 ：planning(abstract)；分类 cs.AI、cs.CL

MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models

Zixin Chen, Hongzhan Lin, Kaixin Li, Ziyang Luo, Yayue Deng, Jing Ma

机构 * Hong Kong Baptist University（香港 Baptist 大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； National University of Singapore（新加坡国立大学） 纠错

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.CL

Comments EMNLP 2025

AstroVisBench: A Code Benchmark for Scientific Computing and Visualization in Astronomy

Sebastian Antony Joseph, Syed Murtaza Husain, Stella S. R. Offner, Stéphanie Juneau, Paul Torrey, Adam S. Bolton, Juan P. Farias, Niall Gaffney, Greg Durrett, Junyi Jessy Li

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； NSF National Optical-Infrared Astronomy Research Laboratory（国家光学红外天文研究实验室） ； University of Virginia（弗吉尼亚大学） ； SLAC National Accelerator Laboratory（斯坦福直线加速器实验室） ； Texas Advanced Computing Center（德克萨斯高级计算中心） 纠错

专题命中 Agent评测 ：workflow(abstract)；分类 cs.CL、cs.LG

Comments Accepted at NeurIPS 2025 Datasets & Benchmarks Track

On the Mistaken Assumption of Interchangeable Deep Reinforcement Learning Implementations

Rajdeep Singh Hundal, Yan Xiao, Xiaochun Cao, Jin Song Dong, Manuel Rigger

机构 * National University of Singapore（新加坡国立大学） ； Sun Yat-sen University（中山大学） 纠错

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.SE

Comments Added the ACM Functional v1.1 badge, the full publication citation, and a link to the publication on IEEE Xplore

Journal ref IEEE/ACM 47th International Conference on Software Engineering (ICSE), Ottawa, ON, Canada, 2025, pp. 2225-2237

Dynamic Risk Assessments for Offensive Cybersecurity Agents

Boyi Wei, Benedikt Stroebl, Jiacen Xu, Joie Zhang, Zhou Li, Peter Henderson

机构 * Princeton University（普林斯顿大学） ； Microsoft（微软公司） ； University of California Irvine（加州大学尔湾分校） 纠错

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI

Comments 26 pages, 11 figures

Combined fluorescence and photoacoustic imaging of tozuleristide in muscle tissue in vitro -- toward optically-guided solid tumor surgery: feasibility studies

Ruibo Shang, Matthew Thompson, Matthew D. Carson, Eric J. Seibel, Matthew O'Donnell, Ivan Pelivanov

专题命中 Agent评测 ：agent(abstract)

Comments 24 pages, 10 figures

Geometry-Driven Resonance and Localization of Light in Fractal Phase Spaces

L. Yıldız, D. Kaykı, M. F. Ciappina

专题命中 Agent评测 ：agent(abstract)

Comments 25 pages, 6 figures