AI Agent

We Need Accountability in Human-AI Agent Relationships

Benjamin Lange, Geoff Keeling, Arianna Manzini, Amanda McCroskery

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

DAO-AI: Evaluating Collective Decision-Making through Agentic AI in Decentralized Governance

Agostino Capponi, Alfio Gliozzo, Chunghyun Han, Junkyu Lee

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

Comments 12 pages, 2 Figures

On Generalization in Agentic Tool Calling: CoreThink Agentic Reasoner and MAVEN Dataset

Vishvesh Bhat, Omkar Ghugarkar, Julian McAuley

机构 * CoreThink AI ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

专题命中 Agent评测 ：agentic(title,abstract)；tool-use(abstract)；分类 cs.AI、cs.SE

Comments Preprint

SceneWeaver: All-in-One 3D Scene Synthesis with an Extensible and Self-Reflective Agent

Yandan Yang, Baoxiong Jia, Shujie Zhang, Siyuan Huang

机构 * State Key Laboratory of General Artificial Intelligence, BIGAI（1 通用人工智能国家重点实验室、BIGAI） ； Tsinghua University（2 清华大学） 纠错

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

Comments Accepted by NeurIPS 2025, 26 pages

Centralized Reward Agent for Knowledge Sharing and Transfer in Multi-Task Reinforcement Learning

Haozhe Ma, Zhengding Luo, Thanh Vinh Vo, Kuankuan Sima, Tze-Yun Leong

机构 * School of Computing, National University of Singapore（新加坡国立大学计算机学院） ； TikTok Pte. Ltd., Singapore（新加坡TikTok公司） ； School of Electrical and Electronic Engineering, Nanyang Technological University（南洋理工大学电子与电气工程学院） ； Department of Electrical and Computer Engineering, National University of Singapore（新加坡国立大学电气与计算机工程系） 纠错

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

A Closed-Loop Personalized Learning Agent Integrating Neural Cognitive Diagnosis, Bounded-Ability Adaptive Testing, and LLM-Driven Feedback

Zhifeng Wang, Xinyue Zheng, Chunyan Zeng

机构 * Faculty of Artificial Intelligence in Education（人工智能教育学院） ； Central China Normal University（中国中部师范大学） ； School of Electrical and Electronic Engineering（电气与电子工程学院） ； Hubei University of Technology（湖北工业大学） 纠错

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

Comments 8 pages, 6 figures

Learning Local Stackelberg Equilibria from Repeated Interactions with a Learning Agent

Nivasini Ananthakrishnan, Yuval Dagan, Kunhe Yang

机构 * UC Berkeley（伯克利大学） ； Tel Aviv University（特拉维夫大学） 纠错

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

SI-Bench: Benchmarking Social Intelligence of Large Language Models in Human-to-Human Conversations

Shuai Huang, Wenxuan Zhao, Jun Gao

机构 * Hello Group（Hello集团） 纠错

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

Comments 17 pages, 9 figures

GSO: Challenging Software Optimization Tasks for Evaluating SWE-Agents

Manish Shetty, Naman Jain, Jinjian Liu, Vijay Kethanaboyina, Koushik Sen, Ion Stoica

机构 * UC Berkeley（伯克利大学） 纠错

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

Comments Website: https://gso-bench.github.io/

Open Multimodal Retrieval-Augmented Factual Image Generation

Yang Tian, Fan Liu, Jingyuan Zhang, Wei Bi, Yupeng Hu, Liqiang Nie

机构 * Shandong University（山东大学） ； National University of Singapore（新加坡国立大学） ； Kuaishou Technology（快手科技） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Comments Preprint

Right Place, Right Time: Market Simulation-based RL for Execution Optimisation

Ollie Olby, Andreea Bacalum, Rory Baggott, Namid Stillman

机构 * Simudyne UK（Simudyne英国公司） 纠错

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

Comments 8 pages, 4 figures, accepted to ICAIF 2025

PhysGym: Benchmarking LLMs in Interactive Physics Discovery with Controlled Priors

Yimeng Chen, Piotr Piȩkos, Mateusz Ostaszewski, Firas Laakom, Jürgen Schmidhuber

机构 * Center of Excellence for Generative AI, KAUST（生成人工智能卓越中心，KAUST） ； The Swiss AI Lab, IDSIA-USI/SUPSI（瑞士人工智能实验室，IDSIA-USI/SUPSI） ； NNAISENSE Principia-AI/PhysGym（NNAISENSE 原初人工智能/PhysGym） 纠错

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

Comments 31 Pages

ContextAgent: Context-Aware Proactive LLM Agents with Open-World Sensory Perceptions

Bufang Yang, Lilin Xu, Liekang Zeng, Kaiwei Liu, Siyang Jiang, Wenrui Lu, Hongkai Chen, Xiaofan Jiang, Guoliang Xing, Zhenyu Yan

机构 * The Chinese University of Hong Kong（香港中文大学） ； Columbia University（哥伦比亚大学） 纠错

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

Comments Accepted by NeurIPS 2025

Assessing the Potential of Generative Agents in Crowdsourced Fact-Checking

Luigia Costabile, Gian Marco Orlando, Valerio La Gatta, Vincenzo Moscato

机构 * Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II（那不勒斯费德里科二世大学电气工程与信息技术系） ； Northwestern University, Department of Computer Science, McCormick School of Engineering and Applied Science（西北大学计算机科学系，麦科马克工程与应用科学学院） 纠错

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

Comments This paper has been published in Online Social Networks and Media (https://doi.org/10.1016/j.osnem.2025.100326). Please cite the published version accordingly

Journal ref Online Social Networks and Media, Volume 48, September 2025, 100326

Human Choice Prediction in Language-based Persuasion Games: Simulation-based Off-Policy Evaluation

Eilam Shapira, Omer Madmon, Reut Apel, Moshe Tennenholtz, Roi Reichart

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

Comments Accepted for publication in Transactions of the Association for Computational Linguistics (TACL), 2025. Pre-MIT Press publication version

Software Engineering Agents for Embodied Controller Generation : A Study in Minigrid Environments

Timothé Boulet, Xavier Hinaut, Clément Moulin-Frier

机构 * Inria Center of Bordeaux University（Inria 波尔多中心大学） ； Flowers AI & CogSci Lab（Flowers AI 与认知科学实验室） ； LaBRI, Bordeaux INP, CNRS UMR 5800（LaBRI，波尔多 INP，CNRS UMR 5800） ； IMN, CNRS UMR 5293（IMN，CNRS UMR 5293） ； Inria - Flowers AI & CogSci Lab - BioTiC（Inria - Flowers AI 与认知科学实验室 - BioTiC） 纠错

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

Comments 10 pages, 7 figures

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Efficient Reasoning

LangLingual: A Personalised, Exercise-oriented English Language Learning Tool Leveraging Large Language Models

Sammriddh Gupta, Sonit Singh, Aditya Joshi, Mira Kim

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

Comments 14 pages

TABL-ABM: A Hybrid Framework for Synthetic LOB Generation

Ollie Olby, Rory Baggott, Namid Stillman

机构 * Simudyne 纠错

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

Comments 8 pages, 5 figures, accepted to the Workshop on AI in Finance at ECAI2025

Benchmarking Egocentric Multimodal Goal Inference for Assistive Wearable Agents

Vijay Veerabadran, Fanyi Xiao, Nitin Kamra, Pedro Matias, Joy Chen, Caley Drooff, Brett D Roads, Riley Williams, Ethan Henderson, Xuanyi Zhao, Kevin Carlberg, Joseph Tighe, Karl Ridgeway

机构 * Meta Reality Labs（Meta 现实实验室） ； Meta FAIR 纠错

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

Comments Accepted as a spotlight paper at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

OVERT: A Benchmark for Over-Refusal Evaluation on Text-to-Image Models

Ziheng Cheng, Yixiao Huang, Hui Xu, Somayeh Sojoudi, Xuandong Zhao, Dawn Song, Song Mei

机构 * UC Berkeley（加州大学伯克利分校） 纠错

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

Comments NeurIPS 2025 (D&B Track)

VLM-SlideEval: Evaluating VLMs on Structured Comprehension and Perturbation Sensitivity in PPT

Hyeonsu Kang, Emily Bao, Anjan Goswami

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

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Evaluating the Evolving LLM Lifecycle - Benchmarks, Emergent Abilities, and Scaling

Evaluation of Vision-LLMs in Surveillance Video

Pascal Benschop, Cristian Meo, Justin Dauwels, Jelte P. Mense

机构 * Department of Computer Science（计算机科学系） ； Delft University of Technology（代尔夫特理工大学） ； LatentWorlds AI ； National Policelab AI & Model-Driven Decisions Lab（国家警务实验室AI与模型驱动决策实验室） 纠错

专题命中 Agent评测 ：agent(abstract)

Comments Accepted as poster in the NeurIPS 2025 Workshop on Space in Vision, Language, and Embodied AI

Tools are under-documented: Simple Document Expansion Boosts Tool Retrieval

Xuan Lu, Haohang Huang, Rui Meng, Yaohui Jin, Wenjun Zeng, Xiaoyu Shen

专题命中 Agent评测 ：tool use(abstract)

AegisMCP: Online Graph Intrusion Detection for Tool-Augmented LLMs on Edge Devices

Zhonghao Zhan, Amir Al Sadi, Krinos Li, Hamed Haddadi

专题命中 Agent评测 ：agent(abstract)

Collective decision-making under changing social environments among agents adapted to sparse connectivity

Richard P. Mann

专题命中 Agent评测 ：agent(abstract)