语言大模型 / LLM

Monitoring State Transitions in Markovian Systems with Sampling Cost

Kumar Saurav, Ness B. Shroff, Yingbin Liang

机构 * The Ohio State University（俄亥俄州立大学） 纠错

专题命中 效率与部署 ：foundation model(abstract)；分类 cs.LG

Comments 6 pages, 4 figures

Synthetic-to-Real Transfer Learning for Chromatin-Sensitive PWS Microscopy

Jahidul Arafat, Sanjaya Poudel

机构 * Department of Computer Science and Software Engineering, Auburn University, Alabama, USA（计算机科学与软件工程系，阿伯茨罕大学，阿拉巴马州，美国） 纠错

专题命中 效率与部署 ：pretraining(abstract)；分类 cs.LG

Comments 24 pages, 5 figures and 4 tables

OMPQ: Orthogonal Mixed Precision Quantization

Yuexiao Ma, Taisong Jin, Xiawu Zheng, Yan Wang, Huixia Li, Yongjian Wu, Guannan Jiang, Wei Zhang, Rongrong Ji

专题命中 效率与部署 ：post-training(abstract)；分类 cs.LG

Frame-Difference Guided Dynamic Region Perception for CLIP Adaptation in Text-Video Retrieval

Jiaao Yu, Mingjie Han, Tao Gong, Jian Zhang, Man Lan

机构 * School of Computer Science and Technology, East China Normal University, China（上海师范大学计算机科学与技术学院） ； School of Information Science and Technology, University of Science and Technology of China（中国科学技术大学信息科学与技术学院） 纠错

专题命中 效率与部署 ：language model(abstract)；分类 cs.AI

Comments 5 pages

Dexbotic: Open-Source Vision-Language-Action Toolbox

Bin Xie, Erjin Zhou, Fan Jia, Hao Shi, Haoqiang Fan, Haowei Zhang, Hebei Li, Jianjian Sun, Jie Bin, Junwen Huang, Kai Liu, Kaixin Liu, Kefan Gu, Lin Sun, Meng Zhang, Peilong Han, Ruitao Hao, Ruitao Zhang, Saike Huang, Songhan Xie, Tiancai Wang, Tianle Liu, Wenbin Tang, Wenqi Zhu, Yang Chen, Yingfei Liu, Yizhuang Zhou, Yu Liu, Yucheng Zhao, Yunchao Ma, Yunfei Wei, Yuxiang Chen, Ze Chen, Zeming Li, Zhao Wu, Ziheng Zhang, Ziming Liu, Ziwei Yan, Ziyu Zhang

专题命中 效率与部署 ：foundation model(abstract)

Comments Authors are listed in alphabetical order. The official website is located at https://dexbotic.com/. Code is available at https://github.com/Dexmal/dexbotic

BiECVC: Gated Diversification of Bidirectional Contexts for Learned Video Compression

Wei Jiang, Junru Li, Kai Zhang, Li Zhang

机构 * Bytedance（字节跳动） 纠错

专题命中 效率与部署 ：language model(abstract)

Comments Accepted to ACMMM 2025

Journal ref Proceedings of the 33rd ACM International Conference on Multimedia, pp.7248-7257, 2025

Noise Diffusion for Enhancing Semantic Faithfulness in Text-to-Image Synthesis

Boming Miao, Chunxiao Li, Xiaoxiao Wang, Andi Zhang, Rui Sun, Zizhe Wang, Yao Zhu

机构 * Beijing Normal University（北京师范大学） ； University of Chinese Academy of Sciences（中国科学院大学） ； University of Manchester（曼彻斯特大学） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； Tsinghua University（清华大学） 纠错

专题命中 效率与部署 ：language model(abstract)

Comments Updated author formatting; no substantive changes

AegisMCP: Online Graph Intrusion Detection for Tool-Augmented LLMs on Edge Devices

Zhonghao Zhan, Amir Al Sadi, Krinos Li, Hamed Haddadi

专题命中 效率与部署 ：LLM(abstract)

Embodied Navigation with Auxiliary Task of Action Description Prediction

Haru Kondoh, Asako Kanezaki

机构 * Institute of Science Tokyo（东京科学研究所） ； RIKEN AIP（日本科学技术研究所AIP） 纠错

专题命中 效率与部署 ：language model(abstract)

Comments ICCV 2025 Poster

Promptable Fire Segmentation: Unleashing SAM2's Potential for Real-Time Mobile Deployment with Strategic Bounding Box Guidance

Emmanuel U. Ugwu, Zhang Xinming

机构 * School of Computer Science and Technology（计算机科学与技术学院） ； University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 效率与部署 ：prompting(abstract)

Comments Accepted for presentation at the 9th International Conference on Image and Graphics Processing (ICIGP 2026) will be held in Wuhan, China during January 16-18, 2026 (publication forthcoming). 6 pages, 3 figures, 3 tables

MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses

Zonglin Yang, Wanhao Liu, Ben Gao, Tong Xie, Yuqiang Li, Wanli Ouyang, Soujanya Poria, Erik Cambria, Dongzhan Zhou

机构 * Nanyang Technological University（南洋理工大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Science and Technology of China（中国科学技术大学） ； Wuhan University（武汉大学） ； University of New South Wales（新南威尔士大学） ； GreenDynamics ； Singapore University of Technology and Design（新加坡科技设计大学） 纠错

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

Comments Accepted by ICLR 2025

Multi-Modal Fact-Verification Framework for Reducing Hallucinations in Large Language Models

Piyushkumar Patel

机构 * Microsoft（微软） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

LacMaterial: Large Language Models as Analogical Chemists for Materials Discovery

Hongyu Guo

机构 * National Research Council Canada（加拿大国家研究理事会） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.AI、cs.LG

Harnessing the Power of Large Language Models for Software Testing Education: A Focus on ISTQB Syllabus

Tuan-Phong Ngo, Bao-Ngoc Duong, Tuan-Anh Hoang, Joshua Dwight, Ushik Shrestha Khwakhali

机构 * RMIT University Vietnam（皇家墨尔本理工大学越南分校） 纠错

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

Comments 7 pages, 3 figures, 3 tables

The Emergence of Social Science of Large Language Models

Xiao Jia, Zhanzhan Zhao

机构 * School of Humanities and Social Science, The Chinese University of Hong Kong, Shenzhen, Guangdong（人文与社会科学学院，香港中文大学（深圳）） 纠错

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

Automated HIV Screening on Dutch Electronic Health Records with Large Language Models

Lang Zhou, Amrish Jhingoer, Yinghao Luo, Klaske Vliegenthart--Jongbloed, Carlijn Jordans, Ben Werkhoven, Tom Seinen, Erik van Mulligen, Casper Rokx, Yunlei Li

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

Comments 28 pages, 6 figures

Can Large Language Models Unlock Novel Scientific Research Ideas?

Sandeep Kumar, Tirthankar Ghosal, Vinayak Goyal, Asif Ekbal

机构 * Department of Computer Science and Engineering, Indian Institute of Technology Patna（计算机科学与工程系，印度理工学院帕纳布分校） ； National Center for Computational Sciences, Oak Ridge National Laboratory（计算科学国家中心，橡树岭国家实验室） 纠错

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

Comments EMNLP 2025 (Main)

"I've talked to ChatGPT about my issues last night.": Examining Mental Health Conversations with Large Language Models through Reddit Analysis

Kyuha Jung, Gyuho Lee, Yuanhui Huang, Yunan Chen

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

Comments Forthcoming at the 28th ACM SIGCHI Conference on Computer-Supported Cooperative Work and Social Computing (CSCW '25) on October 18-22, 2025

Structure-Aware Cooperative Ensemble Evolutionary Optimization on Combinatorial Problems with Multimodal Large Language Models

Jie Zhao, Kang Hao Cheong

机构 * School of Physical and Mathematical Sciences, Nanyang Technological University（南洋理工大学物理与数学科学学院） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

MOOSE-Chem2: Exploring LLM Limits in Fine-Grained Scientific Hypothesis Discovery via Hierarchical Search

Zonglin Yang, Wanhao Liu, Ben Gao, Yujie Liu, Wei Li, Tong Xie, Lidong Bing, Wanli Ouyang, Erik Cambria, Dongzhan Zhou

机构 * Nanyang Technological University（南洋理工大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Science and Technology of China（中国科学技术大学） ； Wuhan University（武汉大学） ； National University of Singapore（新加坡国立大学） ； University of New South Wales（新南威尔士大学） ； MiroMind ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted by NeurIPS 2025

OpenS2S: Advancing Fully Open-Source End-to-End Empathetic Large Speech Language Model

Chen Wang, Tianyu Peng, Wen Yang, Yinan Bai, Guangfu Wang, Jun Lin, Lanpeng Jia, Lingxiang Wu, Jinqiao Wang, Chengqing Zong, Jiajun Zhang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Wuhan AI Research（武汉人工智能研究） ； GWM AI Lab（GWM人工智能实验室） 纠错

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

Comments Technical Report, Update on OpenS2S_v1.5

DREaM: Drug-Drug Relation Extraction via Transfer Learning Method

Ali Fata, Hossein Rahmani, Parinaz Soltanzadeh, Amirhossein Derakhshan, Behrouz Minaei Bidgoli

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

EMTSF:Extraordinary Mixture of SOTA Models for Time Series Forecasting

Musleh Alharthi, Kaleel Mahmood, Sarosh Patel, Ausif Mahmood

机构 * Engineering, University of Bridgeport, Bridgeport, CT, USA（工程学院，布里奇波特大学） ； Department of Computer Science（计算机科学系） ； Statistics, University of Rhode Island, Kingston, RI, USA（统计学，罗德岛大学） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

MOSAIC: Modular Foundation Models for Assistive and Interactive Cooking

Huaxiaoyue Wang, Kushal Kedia, Juntao Ren, Rahma Abdullah, Atiksh Bhardwaj, Angela Chao, Kelly Y Chen, Nathaniel Chin, Prithwish Dan, Xinyi Fan, Gonzalo Gonzalez-Pumariega, Aditya Kompella, Maximus Adrian Pace, Yash Sharma, Xiangwan Sun, Neha Sunkara, Sanjiban Choudhury

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

Comments 22 pages, 13 figures; CoRL 2024

Chatbot To Help Patients Understand Their Health

Won Seok Jang, Hieu Tran, Manav Mistry, SaiKiran Gandluri, Yifan Zhang, Sharmin Sultana, Sunjae Kown, Yuan Zhang, Zonghai Yao, Hong Yu

机构 * Center for Healthcare Organization and Implementation Research, VA Bedford Health Care（VA贝德福德医疗中心健康组织与实施研究中心） ； Miner School of Computer and Information Sciences, University of Massachusetts Lowell（马萨诸塞大学洛厄尔分校计算机与信息科学学院） ； Manning College of Information and Computer Sciences, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校信息与计算机科学学院） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted in EMNLP 2025 Findings

Education Paradigm Shift To Maintain Human Competitive Advantage Over AI

Stanislav Selitskiy, Chihiro Inoue

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

MOOSE-Chem3: Toward Experiment-Guided Hypothesis Ranking via Simulated Experimental Feedback

Wanhao Liu, Zonglin Yang, Jue Wang, Lidong Bing, Di Zhang, Dongzhan Zhou, Yuqiang Li, Houqiang Li, Erik Cambria, Wanli Ouyang

机构 * University of Science and Technology of China（中国科学技术大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Nanyang Technological University（南洋理工大学） ； MiroMind 纠错

专题命中 领域大模型 ：LLM(abstract)；language model(abstract)；分类 cs.CL、cs.AI

A Simple but Effective Elaborative Query Reformulation Approach for Natural Language Recommendation

Qianfeng Wen, Yifan Liu, Justin Cui, Joshua Zhang, Anton Korikov, George-Kirollos Saad, Scott Sanner

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

Comments 11 pages, 5 figures

Tailoring Chatbots for Higher Education: Some Insights and Experiences

Gerd Kortemeyer

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

What Exactly is a Deepfake?

Yizhi Liu, Balaji Padmanabhan, Siva Viswanathan

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

Comments 69 pages, 2 figures