AI Agent

Domain-Adaptive Transformer for Data-Efficient Glioma Segmentation in Sub-Saharan MRI

Ilerioluwakiiye Abolade, Aniekan Udo, Augustine Ojo, Abdulbasit Oyetunji, Hammed Ajigbotosho, Aondana Iorumbur, Confidence Raymond, Maruf Adewole

机构 * Federal University of Agriculture Abeokuta（非洲联邦农业大学阿贝奥克塔） 纠错

专题命中 规划决策 ：planning(abstract)

Comments 4 pages, 2 figures. Accepted as an abstract at the Women in Machine Learning (WiML) Workshop at NeurIPS 2025

Optimizing the nnU-Net model for brain tumor (Glioma) segmentation Using a BraTS Sub-Saharan Africa (SSA) dataset

Chukwuemeka Arua Kalu, Adaobi Chiazor Emegoakor, Fortune Okafor, Augustine Okoh Uchenna, Chijioke Kelvin Ukpai, Godsent Erere Onyeugbo

专题命中 规划决策 ：planning(abstract)

Comments 10 pages, 4 figures

PublicAgent: Multi-Agent Design Principles From an LLM-Based Open Data Analysis Framework

Sina Montazeri, Yunhe Feng, Kewei Sha

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；workflow(abstract)；分类 cs.AI

Multi-Agent Reinforcement Learning for Autonomous Multi-Satellite Earth Observation: A Realistic Case Study

Mohamad A. Hady, Siyi Hu, Mahardhika Pratama, Jimmy Cao, Ryszard Kowalczyk

机构 * University of South Australia（南澳大利亚大学） ； Systems Research Institute, Polish Academy of Sciences（波兰科学院系统研究所） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；planning(abstract)；分类 cs.AI

Towards Realistic Project-Level Code Generation via Multi-Agent Collaboration and Semantic Architecture Modeling

Qianhui Zhao, Li Zhang, Fang Liu, Junhang Cheng, Chengru Wu, Junchen Ai, Qiaoyuanhe Meng, Lichen Zhang, Xiaoli Lian, Shubin Song, Yuanping Guo

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.SE

Decentralized Aerial Manipulation of a Cable-Suspended Load using Multi-Agent Reinforcement Learning

Jack Zeng, Andreu Matoses Gimenez, Eugene Vinitsky, Javier Alonso-Mora, Sihao Sun

机构 * Delft University of Technology（代尔夫特理工大学） ； NYU Tandon School of Engineering（纽约大学坦顿工程学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Journal ref Proceedings of the 9th Conference on Robot Learning, PMLR 305:3850-3868, 2025

MetaFed: Advancing Privacy, Performance, and Sustainability in Federated Metaverse Systems

Muhammet Anil Yagiz, Zeynep Sude Cengiz, Polat Goktas

机构 * Department of Computer Engineering（计算机工程系） ； Faculty of Engineering（工程学院） ； Kırıkkale University（Kirikkkale 大学） ； Natural Sciences, Sabancı University（自然科学，萨班奇大学） 纠错

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)；分类 cs.LG

Comments 2025 IEEE International Symposium on Emerging Metaverse (ISEMV), co-located with the 2025 IEEE/CVF International Conference on Computer Vision (ICCV)

Wireless Laser Power Transfer for Low-altitude Uncrewed Aerial Vehicle-assisted Internet of Things: Paradigms, Challenges, and Solutions

Chengzhen Li, Likun Zhang, Chuang Zhang, Jiahui Li, Changyuan Zhao, Ruichen Zhang, Geng Sun

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)

Comments This paper has been submitted to IEEE Internet of Things Magazine

Non-Monotonicity in Fair Division of Graphs

Hadi Hosseini, Shraddha Pathak, Yu Zhou

专题命中 多智能体 ：agent(abstract)

CP-AgentNet: Autonomous and Explainable Communication Protocol Design Using Generative Agents

Dae Cheol Kwon, Xinyu Zhang

专题命中 多智能体 ：agent(abstract)

Journal ref Proc. IEEE 33rd International Conference on Network Protocols, ICNP 2025, Seoul, South Korea, 22-25 Sept. 2025

Constraint-Driven Small Language Models Based on Agent and OpenAlex Knowledge Graph: Mining Conceptual Pathways and Discovering Innovation Points in Academic Papers

Ziye Xia, Sergei S. Ospichev

机构 * Ziye Xia（未知） ； Sergei S. Ospichev（未知） 纠错

专题命中 工作流自动化 ：agent(title,abstract)；分类 cs.CL、cs.LG

Comments 11 pages, 10 figures

A Modular, Data-Free Pipeline for Multi-Label Intention Recognition in Transportation Agentic AI Applications

Xiaocai Zhang, Hur Lim, Ke Wang, Zhe Xiao, Jing Wang, Kelvin Lee, Xiuju Fu, Zheng Qin

机构 * Department of Infrastructure Engineering, Faculty of Engineering and Information Technology, The University of Melbourne, Australia（工程与信息技术学院基础设施工程系，墨尔本大学，澳大利亚） ； School of Computing, National University of Singapore, Singapore（计算学院，新加坡国立大学，新加坡） ； Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Singapore（高性能计算研究所，科学、技术与研究局（A*STAR），新加坡） ； Department of Civil and Environmental Engineering, The Hong Kong University of Science and Technology, Hong Kong SAR（土木与环境工程系，香港科学与技术大学，香港特别行政区） 纠错

专题命中 工作流自动化 ：agentic(title,abstract)；分类 cs.LG

Comments Present in the Transportation Research Board (TRB) Annual Meeting 2026

From Measurement to Expertise: Empathetic Expert Adapters for Context-Based Empathy in Conversational AI Agents

Erfan Shayegani, Jina Suh, Andy Wilson, Nagu Rangan, Javier Hernandez

机构 * Microsoft Research（微软研究院） ； University of California, Riverside（加州大学河滨分校） 纠错

专题命中 工作流自动化 ：AI agent(title)；分类 cs.AI、cs.CL、cs.LG

SOLVE-Med: Specialized Orchestration for Leading Vertical Experts across Medical Specialties

Roberta Di Marino, Giovanni Dioguardi, Antonio Romano, Giuseppe Riccio, Mariano Barone, Marco Postiglione, Flora Amato, Vincenzo Moscato

机构 * University of Naples Federico II, DIETI, Naples, Italy（那不勒斯费德里科二世大学，DIETI，那不勒斯，意大利） ； Northwestern University, Department of Computer Science, Evanston, IL, United States（西北大学，计算机科学系，伊利诺伊州埃文斯顿，美国） 纠错

专题命中 工作流自动化 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.CL

Journal ref 28th European Conference on Artificial Intelligence, 25-30 October 2025, Bologna, Italy

Towards 1000-fold Electron Microscopy Image Compression for Connectomics via VQ-VAE with Transformer Prior

Fuming Yang, Yicong Li, Hanspeter Pfister, Jeff W. Lichtman, Yaron Meirovitch

机构 * Harvard University（哈佛大学） 纠错

专题命中 工作流自动化 ：workflow(abstract)

Accelerating inverse materials design using generative diffusion models with reinforcement learning

Junwu Chen, Jeff Guo, Edvin Fako, Philippe Schwaller

专题命中 工作流自动化 ：workflow(abstract)

Agentic Meta-Orchestrator for Multi-task Copilots

Xiaofeng Zhu, Yunshen Zhou

机构 * Microsoft Corporation（微软公司） 纠错

专题命中 软件智能体 ：agentic(title,abstract)；agent(abstract)；planning(abstract)；分类 cs.AI

Journal ref ICDM RARA workshop 2025

Distilling LLM Agent into Small Models with Retrieval and Code Tools

Minki Kang, Jongwon Jeong, Seanie Lee, Jaewoong Cho, Sung Ju Hwang

机构 * KAIST（韩国科学技术院） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； KRAFTON（KRAFTON公司） 纠错

专题命中 软件智能体 ：agent(title,abstract)；分类 cs.AI、cs.CL

Comments NeurIPS 2025 Spotlight

PerfDojo: Automated ML Library Generation for Heterogeneous Architectures

Andrei Ivanov, Siyuan Shen, Gioele Gottardo, Marcin Chrapek, Afif Boudaoud, Timo Schneider, Luca Benini, Torsten Hoefler

机构 * ETH Zurich（苏黎世联邦理工学院） 纠错

专题命中 软件智能体 ：agent(abstract)；分类 cs.AI

Journal ref The International Conference for High Performance Computing, Networking, Storage and Analysis (SC '25), November 16--21, 2025, St Louis, MO, USA

FREESH: Fair, Resource- and Energy-Efficient Scheduling for LLM Serving on Heterogeneous GPUs

Xuan He, Zequan Fang, Jinzhao Lian, Danny H. K. Tsang, Baosen Zhang, Yize Chen

专题命中 软件智能体 ：AI agent(abstract)

Comments In Submission, code available at https://github.com/AndrewFangZequan/LLM_Serving_FREESH

ROSBag MCP Server: Analyzing Robot Data with LLMs for Agentic Embodied AI Applications

Lei Fu, Sahar Salimpour, Leonardo Militano, Harry Edelman, Jorge Peña Queralta, Giovanni Toffetti

专题命中 GUI与网页智能体 ：agentic(title,abstract)；分类 cs.AI、cs.SE

Going Beyond Expert Performance via Deep Implicit Imitation Reinforcement Learning

Iason Chrysomallis, Georgios Chalkiadakis

机构 * Department of Physics, J.K. Institute of Science（J.K.科学研究院物理系） ； World Scientific University（世界科学大学） ； University of Intelligent Studies（智能研究大学） ； Technical University of Crete（克里特技术大学） 纠错

专题命中 记忆与上下文管理 ：agent(abstract)；分类 cs.LG

DRL-Based Robust Multi-Timescale Anti-Jamming Approaches under State Uncertainty

Haoqin Zhao, Zan Li, Jiangbo Si, Rui Huang, Hang Hu, Tony Q. S. Quek, Naofal Al-Dhahir

专题命中 记忆与上下文管理 ：agent(abstract)

Comments 13pages,12figures

Reconstructing thermal states using dimensionally limited probes : A Model for Limited Control & Memory in Quantum Thermodynamics

Jake Xuereb, A. de Oliveira Junior, Fabien Clivaz, Pharnam Bakhshinezhad, Marcus Huber

专题命中 记忆与上下文管理 ：agent(abstract)

Comments v2: 10 + 19 pages, 8 Figures, Overhauled presentation, New Example, Comments welcome!

Markov Chain Models of Refugee Migration Data

Vincent Huang, James Unwin

专题命中 记忆与上下文管理 ：agent(abstract)

Comments 21 Pages, 7 Figures

Journal ref IMA Journal of Applied Mathematics, Volume 85, Issue 6, December 2020, Pages 892-912

Inter-Agent Trust Models: A Comparative Study of Brief, Claim, Proof, Stake, Reputation and Constraint in Agentic Web Protocol Design-A2A, AP2, ERC-8004, and Beyond

Botao 'Amber' Hu, Helena Rong

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

Comments Submitted to AAAI 2026 Workshop on Trust and Control in Agentic AI (TrustAgent)

Misalignment Bounty: Crowdsourcing AI Agent Misbehavior

Rustem Turtayev, Natalia Fedorova, Oleg Serikov, Sergey Koldyba, Lev Avagyan, Dmitrii Volkov

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

Comments Add Limitations section

AgentSLA : Towards a Service Level Agreement for AI Agents

Gwendal Jouneaux, Jordi Cabot

机构 * Luxembourg Institute of Science and Technology（卢森堡科学与技术研究院） 纠错

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

No-Human in the Loop: Agentic Evaluation at Scale for Recommendation

Tao Zhang, Kehui Yao, Luyi Ma, Jiao Chen, Reza Yousefi Maragheh, Kai Zhao, Jianpeng Xu, Evren Korpeoglu, Sushant Kumar, Kannan Achan

机构 * Walmart Global Tech（沃尔玛全球技术） 纠错

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

Comments 4 page, NeurIPS 2025 Workshop: Evaluating the Evolving LLM Lifecycle

Cache Mechanism for Agent RAG Systems

Shuhang Lin, Zhencan Peng, Lingyao Li, Xiao Lin, Xi Zhu, Yongfeng Zhang

机构 * Rutgers University（新泽西州立大学） ； University of South Florida（佛罗里达州立大学） ； University of Illinois Urbana–Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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