AI Agent

Competence-Aware AI Agents with Metacognition for Unknown Situations and Environments (MUSE)

Rodolfo Valiente, Praveen K. Pilly

机构 * Intelligent Systems Center, HRL Laboratories（智能系统中心，HRL实验室） 纠错

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

Comments Replaced all references to "self-awareness" with the more accurate term "self-assessment"; Updated Figure 2; Added recent pertinent work from the cognitive computational neuroscience literature; Removed the non-apples-to-apples comparison with Dreamer-v3 for self-assessment; Added additional experiments to validate the role of accurate self-assessment in effective self-regulation

MARC: Multimodal and Multi-Task Agentic Retrieval-Augmented Generation for Cold-Start Recommender System

Seung Hwan Cho, Yujin Yang, Danik Baeck, Minjoo Kim, Young-Min Kim, Heejung Lee, Sangjin Park

机构 * Department of Industrial Data Engineering, Hanyang University, Republic of Korea（工业数据工程系，翰阳大学） ； School of Interdisciplinary Industrial Studies, Hanyang University, Republic of Korea（跨学科工业研究学院，翰阳大学） 纠错

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

Comments 13 pages, 2 figures, Accepted at RDGENAI at CIKM 2025 workshop

FRAME: Feedback-Refined Agent Methodology for Enhancing Medical Research Insights

Chengzhang Yu, Yiming Zhang, Zhixin Liu, Zenghui Ding, Yining Sun, Zhanpeng Jin

机构 * South China University of Technology（南方科技大学） ； HFIPS, Chinese Academy of Sciences（中国科学院HFIPS） ； University of Science and Technology of China（中国科学技术大学） ； The Third Affiliated Hospital of SuYat-sen University（孙逸德大学第三附属医院） 纠错

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

Comments 12 pages, 4 figures, 5 table

Mixture-of-Schedulers: An Adaptive Scheduling Agent as a Learned Router for Expert Policies

Xinbo Wang, Shian Jia, Ziyang Huang, Jing Cao, Mingli Song

机构 * Zhejiang University（浙江大学） ； HangZhou City University（杭州市大学） 纠错

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

Personalizing Prostate Cancer Education for Patients Using an EHR-Integrated LLM Agent

Yuexing Hao, Jason Holmes, Mark R. Waddle, Brian J. Davis, Nathan Y. Yu, Kristin Vickers, Heather Preston, Drew Margolin, Corinna E. Lockenhoff, Aditya Vashistha, Saleh Kalantari, Marzyeh Ghassemi, Wei Liu

专题命中 Agent评测 ：agent(title,abstract)

Journal ref npj Digital Medicine 2025

Agent-Based Modelling in Cellular Biology - Are we flexible yet?

Jonas Pleyer

专题命中 Agent评测 ：agent(title,abstract)

VIR-Bench: Evaluating Geospatial and Temporal Understanding of MLLMs via Travel Video Itinerary Reconstruction

Hao Wang, Eiki Murata, Lingfang Zhang, Ayako Sato, So Fukuda, Ziqi Yin, Wentao Hu, Keisuke Nakao, Yusuke Nakamura, Sebastian Zwirner, Yi-Chia Chen, Hiroyuki Otomo, Hiroki Ouchi, Daisuke Kawahara

机构 * Waseda University（早稻田大学） ； CyberAgent, Inc.（CyberAgent公司） ； AI Shift, Inc.（AI Shift公司） ； Nara Institute of Science and Technology（奈良研究所） 纠错

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

Comments AAAI 2026

DeepKnown-Guard: A Proprietary Model-Based Safety Response Framework for AI Agents

Qi Li, Jianjun Xu, Pingtao Wei, Jiu Li, Peiqiang Zhao, Jiwei Shi, Xuan Zhang, Yanhui Yang, Xiaodong Hui, Peng Xu, Wenqin Shao

机构 * Beijing Caizhi Tech（北京彩智科技） 纠错

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

DAOpt: Modeling and Evaluation of Data-Driven Optimization under Uncertainty with LLMs

WenZhuo Zhu, Zheng Cui, Wenhan Lu, Sheng Liu, Yue Zhao

机构 * Zhejiang University（浙江大学） ； University of Toronto（多伦多大学） ； Peking University（北京大学） 纠错

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

DiffFP: Learning Behaviors from Scratch via Diffusion-based Fictitious Play

Akash Karthikeyan, Yash Vardhan Pant

机构 * Department of Electrical and Computer Engineering, University of Waterloo（滑铁卢大学电气与计算机工程系） 纠错

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

Comments Initial results presented at the IJCAI 2025 Workshop on User-Aligned Assessment of Adaptive AI Systems. Project page: https://aku02.github.io/projects/difffp/

AI-Salesman: Towards Reliable Large Language Model Driven Telemarketing

Qingyu Zhang, Chunlei Xin, Xuanang Chen, Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun, Qing Ye, Qianlong Xie, Xingxing Wang

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

LLM-driven Provenance Forensics for Threat Investigation and Detection

Kunal Mukherjee, Murat Kantarcioglu

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

Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks - the GATTACA Framework

Andrzej Mizera, Jakub Zarzycki

机构 * Faculty of Mathematics, Informatics and Mechanics, University of Warsaw（数学、信息学与力学学院，华沙大学） ； IDEAS Research Institute（IDEAS研究机构） ； IDEAS NCBR Sp. z o.o.（IDEAS NCBR公司） 纠错

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

Using Linearized Optimal Transport to Predict the Evolution of Stochastic Particle Systems

Nicholas Karris, Evangelos A. Nikitopoulos, Ioannis G. Kevrekidis, Seungjoon Lee, Alexander Cloninger

机构 * University of Michigan（密歇根大学） ； Johns Hopkins University（约翰霍普金斯大学） ； California State University, Long Beach（长滩加州州立大学） 纠错

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

Historical/temporal necessities/possibilities, and a logical theory of them in branching time

Fengkui Ju, Woxuan Zhou

机构 * School of Philosophy, Beijing Normal University（北京师范大学哲学学院） ； Institute for Logic, Language and Computation, University of Amsterdam（阿姆斯特丹大学逻辑、语言与计算研究所） 纠错

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

An LLM-based Simulation Framework for Embodied Conversational Agents in Psychological Counseling

Lixiu Wu, Yuanrong Tang, Qisen Pan, Xianyang Zhan, Yucheng Han, Lanxi Xiao, Tianhong Wang, Chen Zhong, Jiangtao Gong

专题命中 Agent评测 ：agent(abstract)

Comments Accepted to AAAI 2026

A jackknife bias correction for nonlinear network data models with fixed effects

David W. Hughes

专题命中 Agent评测 ：agent(abstract)

Manipulating Collective Opinion through Social Network Intervention

Shigefumi Hata, Renaud Lambiotte, Hiroya Nakao, Ryota Kobayashi

专题命中 Agent评测 ：agent(abstract)

Comments 20 pages, 11 figures

Understanding Dynamic Scenes in Ego Centric 4D Point Clouds

Junsheng Huang, Shengyu Hao, Bocheng Hu, Hongwei Wang, Gaoang Wang

专题命中 Agent评测 ：agent(abstract)

Comments Accepted as a poster to AAAI 2026; will be published in the proceedings

Position Fair Mechanisms Allocating Indivisible Goods

Ryoga Mahara, Ryuhei Mizutani, Taihei Oki, Tomohiko Yokoyama

专题命中 Agent评测 ：agent(abstract)

Comments Appears in Proceedings of the 40th Annual AAAI Conference on Artificial Intelligence (AAAI), 2026

GenIE - Simulator-Driven Iterative Data Exploration for Scientific Discovery

Ashwin Gerard Colaco, Martin Boissier, Sriram Rao, Shubharoop Ghosh, Sharad Mehrotra, Tilmann Rabl

专题命中 Agent评测 ：workflow(abstract)