语言大模型 / LLM

GeoJSON Agents:A Multi-Agent LLM Architecture for Geospatial Analysis-Function Calling vs Code Generation

GeoJSON代理：一种用于地理空间分析的多智能体LLM架构——功能调用与代码生成

Qianqian Luo, Qingming Lin, Liuchang Xu, Sensen Wu, Ruichen Mao, Chao Wang, Hailin Feng, Bo Huang, Zhenhong Du

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

AI总结 GeoJSON代理通过功能调用与代码生成技术，提升地理空间分析任务的准确性和稳定性，展现多智能体LLM在复杂任务中的优势。

Improving Phishing Resilience with AI-Generated Training: Evidence on Prompting, Personalization, and Duration

利用AI生成训练提升钓鱼攻击抵御能力：关于提示、个性化和持续时间的证据

Francesco Greco, Giuseppe Desolda, Cesare Tucci, Andrea Esposito, Antonio Curci, Antonio Piccinno

专题命中 领域大模型 ：prompting(title,abstract)；large language model(abstract)；language model(abstract)

AI总结 本文通过实验验证了利用大型语言模型生成钓鱼攻击抵御培训的有效性，发现简单提示策略即可产生显著学习提升，且无需复杂个性化。

Comments Data and code available at: https://doi.org/10.6084/m9.figshare.30664793

Scaling Down to Scale Up: Towards Operationally-Efficient and Deployable Clinical Models via Cross-Modal Low-Rank Adaptation for Medical Vision-Language Models

缩小规模以扩大规模：通过跨模态低秩适应实现操作高效且可部署的临床模型

Thuraya Alzubaidi, Farhad R. Nezami, Muzammil Behzad

机构 * King Fahd University of Petroleum（国王法赫德石油与矿物大学） ； Institute for Medical Engineering（医学工程研究所） ； Science, Massachusetts Institute of Technology, US（科学，麻省理工学院，美国） ； Harvard Medical School, Harvard University, US（哈佛医学院，哈佛大学，美国） ； SDAIA-KFUPM Joint Research Center for Artificial Intelligence, Saudi Arabia（SDAIA-KFUPM人工智能联合研究中心，沙特阿拉伯） 纠错

专题命中 领域大模型 ：language model(title,abstract)；foundation model(abstract)；pretraining(abstract)

AI总结 通过跨模态低秩适应，MedCT-VLM在零样本分类中实现了对CT影像的高效适应，显著提升了病理分类的性能。

Editing with AI: How Doctors Refine LLM-Generated Answers to Patient Queries

利用AI编辑：医生如何精炼LLM生成的患者问题回答

Rahul Sharma, Pragnya Ramjee, Kaushik Murali, Mohit Jain

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

AI总结 本文研究医生如何利用AI编辑LLM生成的回答，发现情境化是主要编辑方式，间接编辑虽省力但易出错，直接编辑虽精确但工作量大。

Comments 9 pages, 2 figures, 1 table

Tapas Are Free! Training-Free Adaptation of Programmatic Agents via LLM-Guided Program Synthesis in Dynamic Environments

Tapas Are Free! 通过LLM引导的程序合成实现动态环境下的免训练程序代理适应

Jinwei Hu, Yi Dong, Youcheng Sun, Xiaowei Huang

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

AI总结 TAPA通过LLM引导的程序合成，在动态环境中实现免训练的程序代理适应，提升网络安全和群体智能任务的性能与可靠性。

Comments Extended version of the paper accepted at AAAI-26 Oral to comply with the AAAI camera-ready requirements with minor revisions

Generalist Foundation Models Are Not Clinical Enough for Hospital Operations

Lavender Y. Jiang, Angelica Chen, Xu Han, Xujin Chris Liu, Radhika Dua, Kevin Eaton, Frederick Wolff, Robert Steele, Jeff Zhang, Anton Alyakin, Qingkai Pan, Yanbing Chen, Karl L. Sangwon, Daniel A. Alber, Jaden Stryker, Jin Vivian Lee, Yindalon Aphinyanaphongs, Kyunghyun Cho, Eric Karl Oermann

机构 * Courant Institute School of Mathematics, Computing, and Data Science（Courant学院数学、计算与数据科学学院） ； New York University（纽约大学） ； Department of Neurosurgery（神经外科部） ； Global AI Frontier Lab（全球人工智能前沿实验室） ； Electrical and Computer Engineering（电气与计算机工程） ； Tandon School of Engineering（Tandon工程学院） ； Grossman School of Medicine（Grossman医学院） ； Department of Medicine（医学部） ； Department of Computer Science（计算机科学部） ； Department of Surgery（外科部） ； Division of Applied AI Technologies（应用人工智能技术部） ； Department of Population Health（人口健康部） ； ETH Zurich（苏黎世联邦理工学院） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)；pretraining(abstract)；分类 cs.CL、cs.AI、cs.LG

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 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Journal ref npj Digital Medicine 2025

Towards LLM-Powered Task-Aware Retrieval of Scientific Workflows for Galaxy

Shamse Tasnim Cynthia, Banani Roy

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Deciphering Scientific Collaboration in Biomedical LLM Research: Dynamics, Institutional Participation, and Resource Disparities

Lingyao Li, Zhijie Duan, Xuexin Li, Xiaoran Xu, Zhaoqian Xue, Siyuan Ma, Jin Jin

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

WeaveRec: An LLM-Based Cross-Domain Sequential Recommendation Framework with Model Merging

Min Hou, Xin Liu, Le Wu, Chenyi He, Hao Liu, Zhi Li, Xin Li, Si Wei

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

NetEcho: From Real-World Streaming Side-Channels to Full LLM Conversation Recovery

Zheng Zhang, Guanlong Wu, Sen Deng, Shuai Wang, Yinqian Zhang

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

HyMiRec: A Hybrid Multi-interest Learning Framework for LLM-based Sequential Recommendation

Jingyi Zhou, Cheng Chen, Kai Zuo, Manjie Xu, Zhendong Fu, Yibo Chen, Xu Tang, Yao Hu

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Balancing Fine-tuning and RAG: A Hybrid Strategy for Dynamic LLM Recommendation Updates

Changping Meng, Hongyi Ling, Jianling Wang, Yifan Liu, Shuzhou Zhang, Dapeng Hong, Mingyan Gao, Onkar Dalal, Ed Chi, Lichan Hong, Haokai Lu, Ningren Han

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments RecSys 2025 Industry Track

AutoMT: A Multi-Agent LLM Framework for Automated Metamorphic Testing of Autonomous Driving Systems

Linfeng Liang, Chenkai Tan, Yao Deng, Yingfeng Cai, T. Y Chen, Xi Zheng

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)；language agent(abstract)

XGen-Q: An Explainable Domain-Adaptive LLM Framework with Retrieval-Augmented Generation for Software Security

Hamed Jelodar, Mohammad Meymani, Roozbeh Razavi-Far, Ali A. Ghorbani

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Automated Extraction of Protocol State Machines from 3GPP Specifications with Domain-Informed Prompts and LLM Ensembles

Miao Zhang, Runhan Feng, Hongbo Tang, Yu Zhao, Jie Yang, Hang Qiu, Qi Liu

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)；prompting(abstract)

Beyond Static LLM Policies: Imitation-Enhanced Reinforcement Learning for Recommendation

Yi Zhang, Lili Xie, Ruihong Qiu, Jiajun Liu, Sen Wang

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments ICDM 2025 Accepted Paper

Maximum In-Support Return Modeling for Dynamic Recommendation with Language Model Prior

Xiaocong Chen, Siyu Wang, Lina Yao

专题命中 领域大模型 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)

Comments CIKM'25

HatLLM: Hierarchical Attention Masking for Enhanced Collaborative Modeling in LLM-based Recommendation

Yu Cui, Feng Liu, Jiawei Chen, Canghong Jin, Xingyu Lou, Changwang Zhang, Jun Wang, Yuegang Sun, Can Wang

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

A Method for Quantifying Human Risk and a Blueprint for LLM Integration

Giuseppe Canale

专题命中 领域大模型 ：LLM(title,abstract)；language model(abstract)；small language model(abstract)

LLM-Powered Code Analysis and Optimization for Gaussian Splatting Kernels

Yi Hu, Huiyang Zhou

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments Updated Figure 12

LLM Agents Do Not Replicate Human Market Traders: Evidence From Experimental Finance

Thomas Henning, Siddhartha M. Ojha, Ross Spoon, Jiatong Han, Colin F. Camerer

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments 51 pages, 33 figures, 12 tables, Preprint

Foundation Models for Astrobiology: Paper I -- Workshop and Overview

Ryan Felton, Caleb Scharf, Stuart Bartlett, Nathalie A. Cabrol, Victoria Da Poian, Diana Gentry, Jian Gong, Adrienne Hoarfrost, Manil Maskey, Floyd Nichols, Conor A. Nixon, Tejas Panambur, Joseph Pasterski, Anton S. Petrov, Anirudh Prabhu, Brenda Thomson, Hamed Valizadegan, Kimberley Warren-Rhodes, David Wettergreen, Michael L. Wong, Anastasia Yanchilina

专题命中 领域大模型 ：foundation model(title,abstract)；large language model(abstract)；language model(abstract)

Comments 39 pages, 6 figures, 2 tables, 1 glossary, 4 supplemental pages

Selecting Cybersecurity Requirements: Effects of LLM Use and Professional Software Development Experience

Damjan Fujs, Damjan Vavpotič, Tomaž Hovelja, Marko Poženel

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments 5 pages, 1 figure, 2 tables, presented at IARIA CYBER 2025

Journal ref The Tenth International Conference on Cyber-Technologies and Cyber-Systems (CYBER 2025), September 28, 2025 to October 02, 2025 - Lisbon, Portugal

Enhancing Cybersecurity in Critical Infrastructure with LLM-Assisted Explainable IoT Systems

Ashutosh Ghimire, Ghazal Ghajari, Karma Gurung, Love K. Sah, Fathi Amsaad

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

MALF: A Multi-Agent LLM Framework for Intelligent Fuzzing of Industrial Control Protocols

Bowei Ning, Xuejun Zong, Kan He

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

LLM-Powered AI Tutors with Personas for d/Deaf and Hard-of-Hearing Online Learners

Haocong Cheng, Si Chen, Christopher Perdriau, Shriya Mokkapati, Yun Huang

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

SPAR: Scalable LLM-based PDDL Domain Generation for Aerial Robotics

Songhao Huang, Yuwei Wu, Guangyao Shi, Gaurav S. Sukhatme, Vijay Kumar

机构 * GRASP Lab, University of Pennsylvania（宾夕法尼亚大学GRASP实验室） ； Department of Computer Science, University of Southern California（南加州大学计算机科学系） 纠错

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)；prompting(abstract)

Changing the Paradigm from Dynamic Queries to LLM-generated SQL Queries with Human Intervention

Ambre Assor, Hyeon Jeon, Sungbok Shin, Jean-Daniel Fekete

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

KLIPA: A Knowledge Graph and LLM-Driven QA Framework for IP Analysis

Guanzhi Deng, Yi Xie, Yu-Keung Ng, Mingyang Liu, Peijun Zheng, Jie Liu, Dapeng Wu, Yinqiao Li, Linqi Song

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)