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LLM agents use LLMs as the main controller to execute complex tasks, integrating modules like planning, memory, and tool usage.
MobileBench-OL: A Comprehensive Chinese Benchmark for Evaluating Mobile GUI Agents in Real-World Environment Qinzhuo Wu Zhizhuo Yang Hanhao Li Pengzhi Gao Wei Liu Jian Luan | |||
 Beyond Syntax: Action Semantics Learning for App Agents Bohan Tang Dezhao Luo Jianheng Liu Jingxuan Chen Shaogang Gong Jianye Hao Jun Wang Kun Shao | |||
AgentLongBench: A Controllable Long Benchmark For Long-Contexts Agents via Environment Rollouts Shicheng Fang Yuxin Wang XiaoRan Liu Jiahao Lu Chuanyuan Tan Xinchi Chen Yining Zheng. Xuanjing Huang Xipeng Qiu | |||
BMAM: Brain-inspired Multi-Agent Memory Framework Yang Li Jiaxiang Liu Yusong Wang Yujie Wu Mingkun Xu | |||
 Cochain: Balancing Insufficient and Excessive Collaboration in LLM Agent Workflows Jiaxing Zhao Hongbin Xie Yuzhen Lei Xuan Song Zhuoran Shi Lianxin Li Shuangxue Liu Linguo Xie Haoran Zhang | |||
Me-Agent: A Personalized Mobile Agent with Two-Level User Habit Learning for Enhanced Interaction Shuoxin Wang Chang Liu Gowen Loo Lifan Zheng Kaiwen Wei Xinyi Zeng Jingyuan Zhang Yu Tian | |||
Demonstration-Free Robotic Control via LLM Agents Brian Y. Tsui Alan Y. Fang Tiffany J. Hwu | |||
 PEARL: Self-Evolving Assistant for Time Management with Reinforcement Learning Bingxuan Li Jeonghwan Kim Cheng Qian Xiusi Chen Eitan Anzenberg Niran Kundapur Heng Ji | |||
 CASCADE: Cumulative Agentic Skill Creation through Autonomous Development and Evolution Xu Huang Junwu Chen Yuxing Fei Zhuohan Li Philippe Schwaller Gerbrand Ceder | |||
AMA: Adaptive Memory via Multi-Agent Collaboration Weiquan Huang Zixuan Wang Hehai Lin Sudong Wang Bo Xu Qian Li Beier Zhu Linyi Yang Chengwei Qin | |||
OmegaUse: Building a General-Purpose GUI Agent for Autonomous Task Execution Le Zhang Yixiong Xiao Xinjiang Lu Jingjia Cao Yusai Zhao ...Congxi Xiao Jian Xiong Yankai Zhang Hua Wu Haifeng Wang | |||
ECG-Agent: On-Device Tool-Calling Agent for ECG Multi-Turn Dialogue Hyunseung Chung Jungwoo Oh Daeun Kyung Jiho Kim Yeonsu Kwon Min-Gyu Kim Edward Choi | |||
 ComAgent: Multi-LLM based Agentic AI Empowered Intelligent Wireless Networks Haoyun Li Ming Xiao Kezhi Wang Robert Schober Dong In Kim Yong Liang Guan | |||
 TS-Debate: Multimodal Collaborative Debate for Zero-Shot Time Series Reasoning Patara Trirat Jin Myung Kwak Jay Heo Heejun Lee Sung Ju Hwang | |||
 Multi-Agent Procedural Graph Extraction with Structural and Logical Refinement Wangyang Ying Yanchi Liu Xujiang Zhao Wei Cheng Zhengzhang Chen Wenchao Yu Yanjie Fu Haifeng Chen | |||
 Balancing Sustainability And Performance: The Role Of Small-Scale Llms In Agentic Artificial Intelligence Systems Anh Khoa Ngo Ho Martin Chauvin Simon Gosset Philippe Cordier Boris Gamazaychikov | |||
 Yunque DeepResearch Technical Report Yuxuan Cai Xinyi Lai Peng Yuan Weiting Liu Huajian Li ...Xinghua Wang Shengxie Zheng Yanchao Hao Yuyang Yin Zheng Wei | |||
Should I Have Expressed a Different Intent? Counterfactual Generation for LLM-Based Autonomous Control Amirmohammad Farzaneh Salvatore DÓro Osvaldo Simeone | |||
 MetaGen: Self-Evolving Roles and Topologies for Multi-Agent LLM Reasoning Yimeng Wang Jiaxing Zhao Hongbin Xie Hexing Ma Yuzhen Lei Shuangxue Liu Xuan Song Zichen Zhang Haoran Zhang | |||
 Dep-Search: Learning Dependency-Aware Reasoning Traces with Persistent Memory Yanming Liu Xinyue Peng Zixuan Yan Yanxin Shen Wenjie Xu Yuefeng Huang Xinyi Wang Jiannan Cao Jianwei Yin Xuhong Zhang | |||
 Using Large Language Models to Construct Virtual Top Managers: A Method for Organizational Research Antonio Garzon-Vico Krithika Sharon Komalapati Arsalan Shahid Jan Rosier | |||
 Advances and Innovations in the Multi-Agent Robotic System (MARS) Challenge Li Kang Heng Zhou Xiufeng Song Rui Li Bruno N.Y. Chen ...Haoming Song Jan-Nico Zaech Fabien Despinoy Danda Pani Paudel Luc Van Gool | |||
 GAIA: A Data Flywheel System for Training GUI Test-Time Scaling Critic Models Shaokang Wang Pei Fu Ruoceng Zhang Shaojie Zhang Xiuwen Xi Jiahui Yang Bin Qin Ying Huang Zhenbo Luo Jian Luan | |||
 ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants Pei Wang Yanan Wu Xiaoshuai Song Weixun Wang Gengru Chen ...Xuepeng Liu Xuefeng Chen Wanxi Deng Wenbo Su Bo Zheng | |||
 Sparks of Cooperative Reasoning: LLMs as Strategic Hanabi Agents Mahesh Ramesh Kaousheik Jayakumar Aswinkumar Ramkumar Pavan Thodima Aniket Rege | |||
 MalURLBench: A Benchmark Evaluating Agents' Vulnerabilities When Processing Web URLs Dezhang Kong Zhuxi Wu Shiqi Liu Zhicheng Tan Kuichen Lu ...Qichen Liu Shengyu Chu Zhenhua Xu Xuan Liu Meng Han | |||
 Think-Augmented Function Calling: Improving LLM Parameter Accuracy Through Embedded Reasoning Lei Wei Jinpeng Ou Xiao Peng Bin Wang | |||
 U-Fold: Dynamic Intent-Aware Context Folding for User-Centric Agents Jin Su Runnan Fang Yeqiu Li Xiaobin Wang Shihao Cai Pengjun Xie Ningyu Zhang Fajie Yuan | |||
 SwipeGen: Bridging the Execution Gap in GUI Agents via Human-like Swipe Synthesis Xuan Wang Siyuan Su Quantong Fu Yongxiang Hu Yangfan Zhou | |||
 Think When Needed: Model-Aware Reasoning Routing for LLM-based Ranking Huizhong Guo Tianjun Wei Dongxia Wang Yingpeng Du Ziyan Wang Jie Zhang Zhu Sun | |||
 Automated structural testing of LLM-based agents: methods, framework, and case studies Jens Kohl Otto Kruse Youssef Mostafa Andre Luckow Karsten Schroer ...David Katz Manuel P. Luitz Tanrajbir Takher Ken E. Friedl Céline Laurent-Winter | |||
 EntWorld: A Holistic Environment and Benchmark for Verifiable Enterprise GUI Agents Ying Mo Yu Bai Dapeng Sun Yuqian Shi Yukai Miao Li Chen Dan Li | |||
 The Shadow Self: Intrinsic Value Misalignment in Large Language Model Agents Chen Chen Kim Young Il Yuan Yang Wenhao Su Yilin Zhang Xueluan Gong Qian Wang Yongsen Zheng Ziyao Liu Kwok-Yan Lam | |||
 Multi-Agent Learning Path Planning via LLMs Haoxin Xu Changyong Qi Tong Liu Bohao Zhang Anna He Bingqian Jiang Longwei Zheng Xiaoqing Gu | |||
 Endless Terminals: Scaling RL Environments for Terminal Agents Kanishk Gandhi Shivam Garg Noah D. Goodman Dimitris Papailiopoulos | |||
 Curate-Train-Refine: A Closed-Loop Agentic Framework for Zero Shot Classification Gaurav Maheshwari Kevin El Haddad | |||
 Timely Machine: Awareness of Time Makes Test-Time Scaling Agentic Yichuan Ma Linyang Li Yongkang chen Peiji Li Xiaozhe Li Qipeng Guo Dahua Lin Kai Chen | |||
 PolyAgent: Large Language Model Agent for Polymer Design Vani Nigam Achuth Chandrasekhar Amir Barati Farimani | |||
 SWE-Pruner: Self-Adaptive Context Pruning for Coding Agents Yuhang Wang Yuling Shi Mo Yang Rongrui Zhang Shilin He Heng Lian Yuting Chen Siyu Ye Kai Cai Xiaodong Gu | |||
 Spatial-Agent: Agentic Geo-spatial Reasoning with Scientific Core Concepts Riyang Bao Cheng Yang Dazhou Yu Zhexiang Tang Gengchen Mai Liang Zhao | |||
 Dynamic Role Assignment for Multi-Agent Debate Miao Zhang Junsik Kim Siyuan Xiang Jian Gao Cheng Cao | |||
 Reasoning Promotes Robustness in Theory of Mind Tasks Ian B. de Haan Peter van der Putten Max van Duijn | |||
 LUMINA: Long-horizon Understanding for Multi-turn Interactive Agents Amin Rakhsha Thomas Hehn Pietro Mazzaglia Fabio Valerio Massoli Arash Behboodi Tribhuvanesh Orekondy | |||
 EmotionThinker: Prosody-Aware Reinforcement Learning for Explainable Speech Emotion Reasoning Dingdong Wang Shujie Liu Tianhua Zhang Youjun Chen Jinyu Li Helen Meng | |||
 GameTalk: Training LLMs for Strategic Conversation Victor Conchello Vendrell Max Ruiz Luyten Mihaela van der Schaar | |||
 When Agents Fail to Act: A Diagnostic Framework for Tool Invocation Reliability in Multi-Agent LLM Systems Donghao Huang Gauri Malwe Zhaoxia Wang | |||
 LLM-in-Sandbox Elicits General Agentic Intelligence Daixuan Cheng Shaohan Huang Yuxian Gu Huatong Song Guoxin Chen Li Dong Wayne Xin Zhao Ji-Rong Wen Furu Wei | |||
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