AI Agent

SOCIA-Nabla: Textual Gradient Meets Multi-Agent Orchestration for Automated Simulator Generation

Yuncheng Hua, Sion Weatherhead, Mehdi Jafari, Hao Xue, Flora D. Salim

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

Comments superseded by newest version of arXiv:2505.12006

Auditing M-LLMs for Privacy Risks: A Synthetic Benchmark and Evaluation Framework

Junhao Li, Jiahao Chen, Zhou Feng, Chunyi Zhou

专题命中 Agent评测 ：agent(abstract)；workflow(abstract)；agentic(abstract)；multi-agent(abstract)

Comments 14 pages, 3 figures; Accepted by MMM 2026; Complete version in progress. Dataset available at https://huggingface.co/datasets/xaddh/multimodal-privacy

An Epistemic Perspective on Agent Awareness

Pavel Naumov, Alexandra Pavlova

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

Comments Fortieth AAAI Conference on Artificial Intelligence (AAAI-26)

ECom-Bench: Can LLM Agent Resolve Real-World E-commerce Customer Support Issues?

Haoxin Wang, Xianhan Peng, Xucheng Huang, Yizhe Huang, Ming Gong, Chenghan Yang, Yang Liu, Ling Jiang

机构 * Xiaoduo AI Lab（小多人工智能实验室） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments Accepted as a main conference paper at EMNLP 2025

People Perceive More Phantom Costs From Autonomous Agents When They Make Unreasonably Generous Offers

Benjamin Lebrun, Christoph Bartneck, David Kaber, Andrew Vonasch

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

Comments 20 pages, 5 figures, 4 tables

Novel Concepts for Agent-Based Population Modelling and Simulation: Updates from GEPOC ABM

Martin Bicher, Maximilian Viehauser, Daniele Giannandrea, Hannah Kastinger, Dominik Brunmeir, Niki Popper

专题命中 Agent评测 ：agent(title,abstract)

Comments 20 pages, 6 figures, 1 table

BLADE: Benchmarking Language Model Agents for Data-Driven Science

Ken Gu, Ruoxi Shang, Ruien Jiang, Keying Kuang, Richard-John Lin, Donghe Lyu, Yue Mao, Youran Pan, Teng Wu, Jiaqian Yu, Yikun Zhang, Tianmai M. Zhang, Lanyi Zhu, Mike A. Merrill, Jeffrey Heer, Tim Althoff

机构 * University of Washington（华盛顿大学） ； UC Berkeley（伯克利大学） ； New York University（纽约大学） ； Stanford University（斯坦福大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Microsoft（微软） ； George Washington University（乔治·华盛顿大学） 纠错

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

Comments EMNLP 2024

Catching Contamination Before Generation: Spectral Kill Switches for Agents

Valentin Noël

机构 * Devoteam 纠错

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

Comments Preprint under review (2025). 9 pages, 2 figures. Code and scripts: to be released

DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Haiyuan Wan, Chen Yang, Junchi Yu, Meiqi Tu, Jiaxuan Lu, Di Yu, Jianbao Cao, Ben Gao, Jiaqing Xie, Aoran Wang, Wenlong Zhang, Philip Torr, Dongzhan Zhou

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

Large Language Model Empowered Next-Generation MIMO Networks: Fundamentals, Challenges, and Visions

Zhe Wang, Jiayi Zhang, Hongyang Du, Ruichen Zhang, Dusit Niyato, Bo Ai, Khaled B. Letaief

机构 * State Key Laboratory of Advanced Rail Autonomous Operation（先进轨道交通自主运行状态关键实验室） ； Beijing Jiaotong University（北京交通大学） ； School of Electronics and Information Engineering（电子与信息工程学院） ； University of Hong Kong（香港大学） ； College of Computing & Data Science（计算与数据科学学院） ； Nanyang Technological University（南洋理工大学） ； Hong Kong University of Science and Technology（香港科技大学） 纠错

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

Comments 9 pages, 4 figures, 1 table, to appear in Digital Communications and Networks

Enhancing Cyber Resilience of Networked Microgrids using Vertical Federated Reinforcement Learning

Sayak Mukherjee, Ramij R. Hossain, Yuan Liu, Wei Du, Veronica Adetola, Sheik M. Mohiuddin, Qiuhua Huang, Tianzhixi Yin, Ankit Singhal

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

Comments 13 pages, 5 figures

Journal ref 2023 IEEE Power & Energy Society General Meeting (PESGM)

ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism

Jialin Sun, Yuchen Hu, Dean You, Yushu Du, Hui Wang, Xinwei Fang, Weiwei Shan, Nan Guan, Zhe Jiang

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)

Comments require revision, update later

ConnectomeBench: Can LLMs Proofread the Connectome?

Jeff Brown, Andrew Kirjner, Annika Vivekananthan, Ed Boyden

机构 * MIT（麻省理工学院） ； HHMI（霍华德·休斯医学研究所） ； McGovern Institute（麦戈文研究所） ； MIT Departments of Brain and Cognitive Sciences（麻省理工学院脑科学与认知科学系） 纠错

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

Comments To appear in NeurIPS 2025 Datasets and Benchmarks Track

Llama-Embed-Nemotron-8B: A Universal Text Embedding Model for Multilingual and Cross-Lingual Tasks

Yauhen Babakhin, Radek Osmulski, Ronay Ak, Gabriel Moreira, Mengyao Xu, Benedikt Schifferer, Bo Liu, Even Oldridge

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

Evaluating the Ability of Large Language Models to Reason about Cardinal Directions, Revisited

Anthony G Cohn, Robert E Blackwell

机构 * School of Computer Science, University of Leeds, UK（利兹大学计算机科学学院） ； Alan Turing Institute, London, UK（艾伦·图灵研究所） 纠错

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

Comments 8 pages, 5 figures. Accepted at QR 2025 : 38th International Workshop on Qualitative Reasoning at IJCAI. arXiv admin note: substantial text overlap with arXiv:2406.16528

Diverse Mini-Batch Selection in Reinforcement Learning for Efficient Chemical Exploration in de novo Drug Design

Hampus Gummesson Svensson, Ola Engkvist, Jon Paul Janet, Christian Tyrchan, Morteza Haghir Chehreghani

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

A Deep Learning Model for Predicting Transformation Legality

Avani Tiwari, Yacine Hakimi, Riyadh Baghdadi

机构 * Department of Computer Science（计算机科学系） ； New York University Abu Dhabi（纽约大学阿布扎克分校） ； Laboratoire de Méthodes de Conception de Systèmes（系统设计方法实验室） ； Ecole nationale Supérieure d'Informatique（信息科学高等学院） 纠错

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

DOCUEVAL: An LLM-based AI Engineering Tool for Building Customisable Document Evaluation Workflows

Hao Zhang, Qinghua Lu, Liming Zhu

机构 * CSIRO’s Data61（CSIRO数据61） 纠错

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

Evaluating, Synthesizing, and Enhancing for Customer Support Conversation

Jie Zhu, Huaixia Dou, Junhui Li, Lifan Guo, Feng Chen, Chi Zhang, Fang Kong

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

Comments Accepted by AAAI-2026

Journal ref The Association for the Advancement of Artificial Intelligence (AAAI),2026

The Landscape of Almost Equitable Allocations

Hadi Hosseini, Vishwa Prakash HV, Aditi Sethia, Jatin Yadav

专题命中 Agent评测 ：agent(abstract)

Fair Societies: Algorithms for House Allocations

Hadi Hosseini, Sanjukta Roy, Aditi Sethia

专题命中 Agent评测 ：agent(abstract)

Comments 28 Pages, 11 Figures

Public Transport Under Epidemic Conditions: Nonlinear Trade-Offs Between Risk and Accessibility

Gerhard Hiermann, Joana Ji, Ana Moreno, Rolf Moeckel, Maximilian Schiffer

专题命中 Agent评测 ：agent(abstract)

Enabling Data-Driven Policymaking Using Broadband-Plan Querying Tool (BQT+)

Laasya Koduru, Sylee Beltiukov, Jaber Daneshamooz, Eugene Vuong, Arpit Gupta, Elizabeth Belding, Tejas N. Narechania

专题命中 Agent评测 ：agent(abstract)

Comments Presented at IMC Prime 2025, DOI: https://doi.org/10.1145/3730567.3768609

Modular Architecture for High-Performance and Low Overhead Data Transfers

Rasman Mubtasim Swargo, Engin Arslan, Md Arifuzzaman

专题命中 Agent评测 ：agent(abstract)

Leveraging Uniformization and Sparsity for Estimation and Computation of Continuous Time Dynamic Discrete Choice Games

Jason R. Blevins

专题命中 Agent评测 ：agent(abstract)