大模型推理能力

$A^2Flow:$ Automating Agentic Workflow Generation via Self-Adaptive Abstraction Operators

$A^2Flow$：通过自适应抽象运算符自动化代理工作流生成

Mingming Zhao, Xiaokang Wei, Yuanqi Shao, Kaiwen Zhou, Lin Yang, Siwei Rao, Junhui Zhan, Zhitang Chen

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.AI

AI总结 $A^2Flow$通过自适应抽象运算符实现代理工作流的自动化生成，提升性能并降低资源消耗。

Comments Accepted by AAAI-2026

AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathways

AI代理面临威胁：关键安全挑战与未来路径的综述

Zehang Deng, Yongjian Guo, Changzhou Han, Wanlun Ma, Junwu Xiong, Sheng Wen, Yang Xiang

机构 * Swinburne University of Technology（斯威本理工大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

AI总结 本文综述了AI代理面临的关键安全挑战，分析了四个关键知识缺口，并探讨了未来安全防护的发展路径。

Comments Submitted to ACM Computing Survey

Journal ref ACM Computing Surveys, Vol. 57, No. 7, Article 182 (July 2025)

Taming Uncertainty via Automation: Observing, Analyzing, and Optimizing Agentic AI Systems

通过自动化控制不确定性：观察、分析和优化代理AI系统

Dany Moshkovich, Sergey Zeltyn

机构 * IBM Research（IBM研究） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

AI总结 本文提出AgentOps框架，通过自动化管理代理AI系统的不确定性，实现安全、适应性和有效性的运营。

An LLM-Powered Agent for Real-Time Analysis of the Vietnamese IT Job Market

Minh-Thuan Nguyen, Thien Vo-Thanh, Thai-Duy Dinh, Xuan-Quang Phan, Tan-Ha Mai, Lam-Son Lê

机构 * Computer Science Department Vietnamese-German University, Vietnam（越南德意志大学计算机科学系） ； Business Administration Department FPT University, Vietnam（越南FPT大学商学院） ； IT Operation Department Mantu Group, Vietnam（越南Mantu集团IT运营部） ； CSIE Department National Taiwan University, Taiwan（台湾国立台湾大学CSIE系） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments Accepted at ACOMPA 2025

MI9: An Integrated Runtime Governance Framework for Agentic AI

Charles L. Wang, Trisha Singhal, Ameya Kelkar, Jason Tuo

机构 * Barclays, Model Risk Management（巴克莱银行，模型风险管理部门） ； Columbia University（哥伦比亚大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

EcoAgent: An Efficient Device-Cloud Collaborative Multi-Agent Framework for Mobile Automation

Biao Yi, Xavier Hu, Yurun Chen, Shengyu Zhang, Hongxia Yang, Fan Wu

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments Accepted by AAAI 2026

Generating Causal Explanations of Vehicular Agent Behavioural Interactions with Learnt Reward Profiles

Rhys Howard, Nick Hawes, Lars Kunze

机构 * Oxford Robotics Institute, Dept. of Eng. Sci., University of Oxford（牛津大学机器人研究所） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments 8 Pages, 5 Figures, To be published in the Proceedings of the 2025 IEEE International Conference on Robotics & Automation, Initial upload of accepted paper

Journal ref 2025 IEEE International Conference on Robotics and Automation (ICRA), Atlanta, GA, USA, 2025

Human-AI collaborative autonomous synthesis with pulsed laser deposition for remote epitaxy

Asraful Haque, Daniel T. Yimam, Jawad Chowdhury, Ralph Bulanadi, Ivan Vlassiouk, John Lasseter, Sujoy Ghosh, Christopher M. Rouleau, Kai Xiao, Yongtao Liu, Eva Zarkadoula, Rama K. Vasudevan, Sumner B. Harris

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Large Language Model-assisted Autonomous Vehicle Recovery from Immobilization

Zhipeng Bao, Qianwen Li

机构 * School of Environmental, Civil, Agricultural, and Mechanical Engineering（环境、土木、农业和机械工程学院） ； University of Georgia（佐治亚大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments 7 pages

FastDriveVLA: Efficient End-to-End Driving via Plug-and-Play Reconstruction-based Token Pruning

Jiajun Cao, Qizhe Zhang, Peidong Jia, Xuhui Zhao, Bo Lan, Xiaoan Zhang, Zhuo Li, Xiaobao Wei, Sixiang Chen, Liyun Li, Xianming Liu, Ming Lu, Yang Wang, Shanghang Zhang

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments Accepted by AAAI 2026

National Institute on Aging PREPARE Challenge: Early Detection of Cognitive Impairment Using Speech -- The SpeechCARE Solution

Maryam Zolnoori, Hossein Azadmaleki, Yasaman Haghbin, Ali Zolnour, Mohammad Javad Momeni Nezhad, Sina Rashidi, Mehdi Naserian, Elyas Esmaeili, Sepehr Karimi Arpanahi

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use

Zhehao Zhang, Ryan Rossi, Tong Yu, Franck Dernoncourt, Ruiyi Zhang, Jiuxiang Gu, Sungchul Kim, Xiang Chen, Zichao Wang, Nedim Lipka

机构 * Adobe 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.CL

Comments AAAI 2026

AgentSUMO: An Agentic Framework for Interactive Simulation Scenario Generation in SUMO via Large Language Models

Minwoo Jeong, Jeeyun Chang, Yoonjin Yoon

机构 * Graduate School of Data Science, Korea Advanced Institute of Science and Technology（数据科学研究生院，韩国科学技术院） ； Department of Civil and Environmental Engineering, Korea Advanced Institute of Science and Technology（土木与环境工程系，韩国科学技术院） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments Submitted to Transportation Research Part C (under review)

MedVoiceBias: A Controlled Study of Audio LLM Behavior in Clinical Decision-Making

Zhi Rui Tam, Yun-Nung Chen

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

From Failure Modes to Reliability Awareness in Generative and Agentic AI System

Janet, Lin, Liangwei Zhang

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments 24pages

TimeSearch-R: Adaptive Temporal Search for Long-Form Video Understanding via Self-Verification Reinforcement Learning

Junwen Pan, Qizhe Zhang, Rui Zhang, Ming Lu, Xin Wan, Yuan Zhang, Chang Liu, Qi She

机构 * ByteDance（字节跳动） ； School of Computer Science, Peking University（北京大学计算机科学学院） 纠错

专题命中 规划推理 ：reasoning(abstract)；logical reasoning(abstract)；分类 cs.AI

Comments 22 pages, 17 figures. Official code: https://github.com/Time-Search/TimeSearch-R

Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering

Xinying Qian, Ying Zhang, Yu Zhao, Baohang Zhou, Xuhui Sui, Xiaojie Yuan

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.CL

Comments Submitted to the IEEE for possible publication

TextualVerifier: Verify TextGrad Step-by-Step

Eugenius Mario Situmorang, Adila Alfa Krisnadhi, Ari Wibisono

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

Digital Transformation Chatbot (DTchatbot): Integrating Large Language Model-based Chatbot in Acquiring Digital Transformation Needs

Jiawei Zheng, Gokcen Yilmaz, Ji Han, Saeema Ahmed-Kristensen

机构 * DigitLab, University of Exeter, UK（DigitLab，埃克塞特大学，英国） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments Accepted by the International Conference on Human-Computer Interaction

Program Synthesis Dialog Agents for Interactive Decision-Making

Matthew Toles, Nikhil Balwani, Rattandeep Singh, Valentina Giulia Sartori Rodriguez, Zhou Yu

机构 * Columbia University（哥伦比亚大学） ； Amazon（亚马逊） ； Sciences Po Paris（巴黎社会科学高等研究院） 纠错

专题命中 规划推理 ：chain-of-thought(abstract)；planning(abstract)；分类 cs.AI

InnovatorBench: Evaluating Agents' Ability to Conduct Innovative LLM Research

Yunze Wu, Dayuan Fu, Weiye Si, Zhen Huang, Mohan Jiang, Keyu Li, Shijie Xia, Jie Sun, Tianze Xu, Xiangkun Hu, Pengrui Lu, Xiaojie Cai, Lyumanshan Ye, Wenhong Zhu, Yang Xiao, Pengfei Liu

机构 * SJTU（上海交通大学） ； SII（新加坡理工学院） ； GAIR（谷歌人工智能研究） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Knowledge Elicitation with Large Language Models for Interpretable Cancer Stage Identification from Pathology Reports

Yeawon Lee, Christopher C. Yang, Chia-Hsuan Chang, Grace Lu-Yao

专题命中 规划推理 ：chain-of-thought(abstract)；planning(abstract)；分类 cs.AI

ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use

Mengjie Deng, Guanting Dong, Zhicheng Dou

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

KAT-Coder Technical Report

Zizheng Zhan, Ken Deng, Jinghui Wang, Xiaojiang Zhang, Huaixi Tang, Minglei Zhang, Zhiyi Lai, Haoyang Huang, Wen Xiang, Kun Wu, Wenhao Zhuang, Shaojie Wang, Shangpeng Yan, Kepeng Lei, Zongxian Feng, Huiming Wang, Zheng Lin, Mengtong Li, Mengfei Xie, Yinghan Cui, Xuxing Chen, Chao Wang, Weihao Li, Wenqiang Zhu, Jiarong Zhang, Jingxuan Xu, Songwei Yu, Yifan Yao, Xinping Lei, C. Zhang, Han Li, Junqi Xiong, Zuchen Gao, Dailin Li, Haimo Li, Jiaheng Liu, Yuqun Zhang, Junyi Peng, Haotian Zhang, Bin Chen

机构 * Kwaipilot Team（Kwaipilot 团队） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.CL

From Narrative to Action: A Hierarchical LLM-Agent Framework for Human Mobility Generation

Qiumeng Li, Chunhou Ji, Xinyue Liu

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments 47 pages, 3 figures

Agentsway -- Software Development Methodology for AI Agents-based Teams

Eranga Bandara, Ross Gore, Xueping Liang, Sachini Rajapakse, Isurunima Kularathne, Pramoda Karunarathna, Peter Foytik, Sachin Shetty, Ravi Mukkamala, Abdul Rahman, Amin Hass, Ng Wee Keong, Kasun De Zoysa, Aruna Withanage, Nilaan Loganathan

机构 * Old Dominion University（旧 Dominion 大学） ； Florida International University（佛罗里达国际大学） ； University of Sri Jayewardenepura（Sri Jayewardenepura 大学） ； Deloitte & Touche LLP ； AnaletIQ ； Nanyang Technological University（南洋理工大学） ； University of Colombo（科伦坡大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

CannyEdit: Selective Canny Control and Dual-Prompt Guidance for Training-Free Image Editing

Weiyan Xie, Han Gao, Didan Deng, Kaican Li, April Hua Liu, Yongxiang Huang, Nevin L. Zhang

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments Project Page: vaynexie.github.io/CannyEdit/; MindSpore Code: github.com/mindspore-lab/mindone/tree/master/examples/canny_edit; PyTorch Code: github.com/vaynexie/CannyEdit

Butter-Bench: Evaluating LLM Controlled Robots for Practical Intelligence

Callum Sharrock, Lukas Petersson, Hanna Petersson, Axel Backlund, Axel Wennström, Kristoffer Nordström, Elias Aronsson

机构 * Andon Labs（安登实验室） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Out-of-distribution Tests Reveal Compositionality in Chess Transformers

Anna Mészáros, Patrik Reizinger, Ferenc Huszár

机构 * Max Planck Institute for Intelligent Systems & ELLIS Institute（马克斯·普朗克智能系统研究所及ELLIS研究所） ； University of Cambridge（剑桥大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.LG

PowerChain: A Verifiable Agentic AI System for Automating Distribution Grid Analyses

Emmanuel O. Badmus, Peng Sang, Dimitrios Stamoulis, Amritanshu Pandey

机构 * Dept. of Electrical and Biomedical Engineering, The University of Vermont（维珍尼亚大学电气与生物医学工程系） ； Dept. of Electrical and Computer Engineering, The University of Texas at Austin（德克萨斯大学奥斯汀分校电气与计算机工程系） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI