AI Agent

LC-Opt: Benchmarking Reinforcement Learning and Agentic AI for End-to-End Liquid Cooling Optimization in Data Centers

Avisek Naug, Antonio Guillen, Vineet Kumar, Scott Greenwood, Wesley Brewer, Sahand Ghorbanpour, Ashwin Ramesh Babu, Vineet Gundecha, Ricardo Luna Gutierrez, Soumyendu Sarkar

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

Comments Submitted to the NeurIPS 2025 conference

Optimizing Electric Vehicle Charging Station Placement Using Reinforcement Learning and Agent-Based Simulations

Minh-Duc Nguyen, Dung D. Le, Phi Long Nguyen

机构 * organization= Center for Environmental Intelligence, VinUniversity , city= Hanoi , country= Vietnam ； organization= College of Engineering \& Computer Science, VinUniversity , city= Hanoi , country= Vietnam 纠错

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

Comments Under Review

Portal UX Agent -- A Plug-and-Play Engine for Rendering UIs from Natural Language Specifications

Xinsong Li, Ning Jiang, Jay Selvaraj

专题命中 Agent评测 ：agent(title,abstract)；agentic(abstract)

Modulation of temporal decision-making in a deep reinforcement learning agent under the dual-task paradigm

Amrapali Pednekar, Álvaro Garrido-Pérez, Yara Khaluf, Pieter Simoens

机构 * Department of Information Technology（信息科技系） ； IDLab, Ghent University - imec（IDLab，根特大学 - imec） ； Department of Social Sciences（社会科学系） ； Wageningen University and Research（瓦赫宁根大学和研究中心） 纠错

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

Comments Accepted at CogInterp workshop @ NeurIPS 2025

LiteCUA: Computer as MCP Server for Computer-Use Agent on AIOS

Kai Mei, Xi Zhu, Hang Gao, Shuhang Lin, Yongfeng Zhang

机构 * Rutgers University（罗格斯大学） 纠错

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

What's the next frontier for Data-centric AI? Data Savvy Agents

Nabeel Seedat, Jiashuo Liu, Mihaela van der Schaar

机构 * University of Cambridge（剑桥大学） ； Tsinghua University（清华大学） 纠错

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

Comments Presented at ICLR 2025 Data-FM. Seedat & Liu contributed equally

A DbC Inspired Neurosymbolic Layer for Trustworthy Agent Design

Claudiu Leoveanu-Condrei

机构 * ExtensityAI 纠错

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

Comments 4 pages, 1 figure

MicroRemed: Benchmarking LLMs in Microservices Remediation

Lingzhe Zhang, Yunpeng Zhai, Tong Jia, Chiming Duan, Minghua He, Leyi Pan, Zhaoyang Liu, Bolin Ding, Ying Li

机构 * Peking University（北京大学） ； Alibaba Group（阿里巴巴集团） ； Tsinghua University（清华大学） 纠错

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

Comments 24 pages, 13 figures, 5 tables

Graph-Attentive MAPPO for Dynamic Retail Pricing

Krishna Kumar Neelakanta Pillai Santha Kumari Amma

机构 * Independent Researcher（独立研究者） 纠错

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

The Emerged Security and Privacy of LLM Agent: A Survey with Case Studies

Feng He, Tianqing Zhu, Dayong Ye, Bo Liu, Wanlei Zhou, Philip S. Yu

专题命中 Agent评测 ：agent(title)

Comments 35 pages, 19 figures. Accepted to ACM Computing Surveys (CSUR), 2025

Automate Strategy Finding with LLM in Quant Investment

Zhizhuo Kou, Holam Yu, Junyu Luo, Jingshu Peng, Xujia Li, Chengzhong Liu, Juntao Dai, Lei Chen, Sirui Han, Yike Guo

机构 * The Hong Kong University of Science and Technology（香港科技大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Peking University（北京大学） 纠错

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

GDPR-Bench-Android: A Benchmark for Evaluating Automated GDPR Compliance Detection in Android

Huaijin Ran, Haoyi Zhang, Xunzhu Tang

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

Optimal Execution with Reinforcement Learning

Yadh Hafsi, Edoardo Vittori

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

Comments 8 pages

UniDataBench: Evaluating Data Analytics Agents Across Structured and Unstructured Data

Han Weng, Zhou Liu, Yuanfeng Song, Xiaoming Yin, Xing Chen, Wentao Zhang

专题命中 Agent评测 ：agent(abstract)；autonomous agent(abstract)

An Open-Access Benchmark of Statistical and Machine-Learning Anomaly Detection Methods for Battery Applications

Mei-Chin Pang, Suraj Adhikari, Takuma Kasahara, Nagihiro Haba, Saneyuki Ohno

机构 * BASF SE（巴斯夫股份有限公司） ； Institute of Multidisciplinary Research for Advanced Materials（多学科先进材料研究所） 纠错

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

Continual Learning, Not Training: Online Adaptation For Agents

Aman Jaglan, Jarrod Barnes

机构 * Arc Intelligence 纠错

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

Comments 12 pages, 4 figures

Consistently Simulating Human Personas with Multi-Turn Reinforcement Learning

Marwa Abdulhai, Ryan Cheng, Donovan Clay, Tim Althoff, Sergey Levine, Natasha Jaques

机构 * UC Berkeley（伯克利大学） ； University of Washington（华盛顿大学） ； Google DeepMind（谷歌DeepMind） 纠错

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

DCcluster-Opt: Benchmarking Dynamic Multi-Objective Optimization for Geo-Distributed Data Center Workloads

Antonio Guillen-Perez, Avisek Naug, Vineet Gundecha, Sahand Ghorbanpour, Ricardo Luna Gutierrez, Ashwin Ramesh Babu, Munther Salim, Shubhanker Banerjee, Eoin H. Oude Essink, Damien Fay, Soumyendu Sarkar

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

Comments Submitted to the NeurIPS 2025 conference

Towards Robust Evaluation of STEM Education: Leveraging MLLMs in Project-Based Learning

Xinyi Wu, Yanhao Jia, Qinglin Zhang, Yiran Qin, Luwei Xiao, Shuai Zhao

机构 * Shanghai Jiao Tong University（上海交通大学） ； Nanyang Technological University（南洋理工大学） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

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

STACKFEED: Structured Textual Actor-Critic Knowledge Base Editing with FeedBack

Shashank Kirtania, Naman Gupta, Priyanshu Gupta, Krishna Kariya, Sumit Gulwani, Arun Iyer, Suresh Parthasarathy, Arjun Radhakrishna, Sriram K. Rajamani, Gustavo Soares

机构 * Microsoft（微软） ； Microsoft Research India（微软印度研究院） 纠错

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

Journal ref Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track 2588-2606

VRScout: Towards Real-Time, Autonomous Testing of Virtual Reality Games

Yurun Wu, Yousong Sun, Burkhard Wunsche, Jia Wang, Elliott Wen

机构 * School of Computer Science University of Auckland（计算机科学学院 奥克兰大学） ； School of Advanced Technology Xi'an Jiaotong-Liverpool University（先进科技学院 西交利物浦大学） 纠错

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

Towards LLM-Powered Task-Aware Retrieval of Scientific Workflows for Galaxy

Shamse Tasnim Cynthia, Banani Roy

专题命中 Agent评测 ：workflow(abstract)；分类 cs.SE

Driving scenario generation and evaluation using a structured layer representation and foundational models

Arthur Hubert, Gamal Elghazaly, Raphaël Frank

机构 * Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg（安全、可靠性与信任跨学科中心（SnT），卢森堡大学） 纠错

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

GEPOC Parameters -- Open Source Parametrisation and Validation for Austria, Version 2.0

Martin Bicher, Maximilian Viehauser, Daniele Giannandrea, Hannah Kastinger, Dominik Brunmeir, Claire Rippinger, Christoph Urach, Niki Popper

机构 * TU Wien, Institute of Information Systems Engineering（维也纳技术大学信息系统工程学院） ； TU Wien, Institute of Statistics and Mathematical Methods in Economics（维也纳技术大学统计与经济学数学方法研究所） ； dwh GmbH, dwh simulation services（dwh GmbH 模拟服务） 纠错

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

Comments 134 pages, 75 figures, 19 tables

Dynamic Logic of Trust-Based Beliefs

Junli Jiang, Pavel Naumov, Wenxuan Zhang

机构 * Institute of Logic and Intelligence, Southwest University, China（逻辑与智能研究所，西南大学，中国） ； University of Southampton, United Kingdom（南安普顿大学，英国） ； Independent Scholar, United States（独立学者，美国） 纠错

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

A Framework Based on Graph Cellular Automata for Similarity Evaluation in Urban Spatial Networks

Peiru Wu, Maojun Zhai, Lingzhu Zhang

专题命中 Agent评测 ：planning(abstract)；分类 cs.LG

Real-DRL: Teach and Learn in Reality

Yanbing Mao, Yihao Cai, Lui Sha

机构 * Engineering Technology Division（工程科技部门） ； Wayne State University（韦恩州立大学） ； Department of Electrical and Computer Engineering（电气与计算机工程系） ； 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)；分类 cs.AI

Comments 37 pages

Mean Field Control of Thermostatically Controlled Loads as Piecewise Deterministic Markov Processes

Thomas Le Corre, Adrien Séguret, Ana Bušić

专题命中 Agent评测 ：agent(abstract)

ChartAB: A Benchmark for Chart Grounding & Dense Alignment

Aniruddh Bansal, Davit Soselia, Dang Nguyen, Tianyi Zhou

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

专题命中 Agent评测 ：workflow(abstract)

Incentives and Efficiency in Constrained Allocation Mechanisms

Joseph Root, David S. Ahn

专题命中 Agent评测 ：agent(abstract)