语言大模型 / LLM

Universal Spectral Tokenization via Self-Supervised Panchromatic Representation Learning

Jeff Shen, Francois Lanusse, Liam Holden Parker, Ollie Liu, Tom Hehir, Leopoldo Sarra, Lucas Meyer, Micah Bowles, Sebastian Wagner-Carena, Sebastian Wagner-Carena, Helen Qu, Siavash Golkar, Alberto Bietti, Hatim Bourfoune, Nathan Cassereau, Pierre Cornette, Keiya Hirashima, Geraud Krawezik, Ruben Ohana, Nicholas Lourie, Michael McCabe, Rudy Morel, Payel Mukhopadhyay, Mariel Pettee, Bruno Régaldo-Saint Blancard, Kyunghyun Cho, Miles Cranmer, Shirley Ho

专题命中 知识编辑与模型理解 ：foundation model(abstract)；分类 cs.AI、cs.LG

Comments Accepted at NeurIPS 2025 Machine Learning and the Physical Sciences Workshop; v2: added collaboration

Skill Path: Unveiling Language Skills from Circuit Graphs

Hang Chen, Jiaying Zhu, Xinyu Yang, Wenya Wang

机构 * Hang Chen School of Computer Science and Technology Xi’an Jiaotong University（陈hang 王校计算机科学与技术学院 西安交通大学） ； Jiaying Zhu School of Computer Science and Engineering The Chinese University of Hong Kong（朱继燕 王校计算机科学与工程学院 香港中文大学） ； Xinyu Yang School of Computer Science and Technology Xi’an Jiaotong University（杨新宇 王校计算机科学与技术学院 西安交通大学） ； Wenya Wang School of Computer Science and Engineering Nanyang Technological University（王文雅 王校计算机科学与工程学院 新加坡国立大学） 纠错

专题命中 知识编辑与模型理解 ：language model(abstract)；分类 cs.CL、cs.AI

Comments accepted by AAAI 2026 (oral)

ClusterMine: Robust Label-Free Visual Out-Of-Distribution Detection via Concept Mining from Text Corpora

Nikolas Adaloglou, Diana Petrusheva, Mohamed Asker, Felix Michels, Markus Kollmann

机构 * Heinrich Heine University of Düsseldorf（海因里希-海涅大学杜塞尔多夫分校） 纠错

专题命中 知识编辑与模型理解 ：language model(abstract)；分类 cs.LG

Comments Accepted in WACV 2026. Code in https://github.com/HHU-MMBS/clustermine_wacv_official 9 Tables, 11 Figures

HiMo-CLIP: Modeling Semantic Hierarchy and Monotonicity in Vision-Language Alignment

Ruijia Wu, Ping Chen, Fei Shen, Shaoan Zhao, Qiang Hui, Huanlin Gao, Ting Lu, Zhaoxiang Liu, Fang Zhao, Kai Wang, Shiguo Lian

专题命中 知识编辑与模型理解 ：language model(abstract)；分类 cs.CL

Comments Accepted by AAAI 2026 as an Oral Presentation (13 pages, 7 figures, 7 tables)

Journal ref AAAI2026

VLM-driven Skill Selection for Robotic Assembly Tasks

Jeong-Jung Kim, Doo-Yeol Koh, Chang-Hyun Kim

机构 * Department of AI Machinery, Korea Institute of Machinery & Materials（人工智能机械系，韩国机械材料研究院） 纠错

专题命中 知识编辑与模型理解 ：language model(abstract)

MCP4IFC: IFC-Based Building Design Using Large Language Models

Bharathi Kannan Nithyanantham, Tobias Sesterhenn, Ashwin Nedungadi, Sergio Peral Garijo, Janis Zenkner, Christian Bartelt, Stefan Lüdtke

机构 * University of Rostock（罗斯托克大学） ； Technical University of Clausthal（克莱斯特哈尔技术大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Multi-Scale Feature Fusion and Graph Neural Network Integration for Text Classification with Large Language Models

Xiangchen Song, Yulin Huang, Jinxu Guo, Yuchen Liu, Yaxuan Luan

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Towards Attention-Aware Large Language Models: Integrating Real-Time Eye-Tracking and EEG for Adaptive AI Responses

Dan Zhang

专题命中 其他LLM ：large language model(title)；language model(title)；LLM(abstract)

Comments 9 pages

Investigating Prosocial Behavior Theory in LLM Agents under Policy-Induced Inequities

Yujia Zhou, Hexi Wang, Qingyao Ai, Zhen Wu, Yiqun Liu

专题命中 其他LLM ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments Accepted by AAAI2026

GPT, But Backwards: Exactly Inverting Language Model Outputs

Adrians Skapars, Edoardo Manino, Youcheng Sun, Lucas C. Cordeiro

专题命中 其他LLM ：language model(title,abstract)；分类 cs.AI、cs.LG；foundation model(comments)

Comments 7 pages, ICML 2025 Workshop on Reliable and Responsible Foundation Models

Distributional Surgery for Language Model Activations

Bao Nguyen, Binh Nguyen, Duy Nguyen, Viet Anh Nguyen

机构 * CUHK（香港中文大学） ； VinUniversity（文大学） ； UNC-Chapel Hill（北卡罗来纳大学教堂山分校） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL、cs.LG

Comments 3 figures

NoteEx: Interactive Visual Context Manipulation for LLM-Assisted Exploratory Data Analysis in Computational Notebooks

Mohammad Hasan Payandeh, Lin-Ping Yuan, Jian Zhao

机构 * School of Computer Science\ of Waterloo Waterloo Ontario Canada ； The Hong Kong University of Science ； School of Computer Science\ of Waterloo 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.AI

Saliency Map-Guided Knowledge Discovery for Subclass Identification with LLM-Based Symbolic Approximations

Tim Bohne, Anne-Kathrin Patricia Windler, Martin Atzmueller

机构 * German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心） ； Semantic Information Systems, Osnabrück University（语义信息系统，奥斯纳布吕克大学） 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.AI

WebVIA: A Web-based Vision-Language Agentic Framework for Interactive and Verifiable UI-to-Code Generation

Mingde Xu, Zhen Yang, Wenyi Hong, Lihang Pan, Xinyue Fan, Yan Wang, Xiaotao Gu, Bin Xu, Jie Tang

机构 * Faculty of Mathematics, University of Waterloo（滑铁卢大学数学系） ； The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程集团） ； Zhipu AI（智谱AI） 纠错

专题命中 其他LLM ：language agent(title)；language model(abstract)；分类 cs.AI

Comments 36 pages, 30 figures

Beyond Plain Demos: A Demo-centric Anchoring Paradigm for In-Context Learning in Alzheimer's Disease Detection

Puzhen Su, Haoran Yin, Yongzhu Miao, Jintao Tang, Shasha Li, Ting Wang

专题命中 其他LLM ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted to the 40th Annual AAAI Conference on Artificial Intelligence (2026) - Main Technical Track (Oral)

DeepAndes: A Self-Supervised Vision Foundation Model for Multi-Spectral Remote Sensing Imagery of the Andes

Junlin Guo, James R. Zimmer-Dauphinee, Jordan M. Nieusma, Siqi Lu, Quan Liu, Ruining Deng, Can Cui, Jialin Yue, Yizhe Lin, Tianyuan Yao, Juming Xiong, Junchao Zhu, Chongyu Qu, Yuechen Yang, Mitchell Wilkes, Xiao Wang, Parker VanValkenburgh, Steven A. Wernke, Yuankai Huo

机构 * Department of Electrical and Computer Engineering, Vanderbilt University（电气与计算机工程系，范德比尔特大学） ； Department of Anthropology, Vanderbilt University（人类学系，范德比尔特大学） ； Data Science Institute, Vanderbilt University（数据科学研究院，范德比尔特大学） ； Department of Computer Science, Vanderbilt University（计算机科学系，范德比尔特大学） ； Department of Mathematics, Vanderbilt University（数学系，范德比尔特大学） ； Oak Ridge National Laboratory（橡树岭国家实验室） ； Department of Anthropology, Brown University（人类学系，布朗大学） ； Department of Radiology, Weill Cornell Medicine（放射学系，韦尔·科恩医学中心） 纠错

专题命中 其他LLM ：foundation model(title,abstract)

Journal ref 10.1109/JSTARS.2025.3619423

A Multi-Agent System for Semantic Mapping of Relational Data to Knowledge Graphs

Milena Trajanoska, Riste Stojanov, Dimitar Trajanov

机构 * University Ss. Cyril and Methodius（西里尔和美多修大学） 纠错

专题命中 其他LLM ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments The 1st GOBLIN Workshop on Knowledge Graph Technologies https://www.dbpedia.org/events/goblin25-workshop/

Journal ref The 1st GOBLIN Workshop on Knowledge Graph Technologies, June 12, 2025 in Leipzig, Germany

Ontology Learning and Knowledge Graph Construction: A Comparison of Approaches and Their Impact on RAG Performance

Tiago da Cruz, Bernardo Tavares, Francisco Belo

专题命中 其他LLM ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 12 pages, 8 Figures

From Words to Safety: Language-Conditioned Safety Filtering for Robot Navigation

Zeyuan Feng, Haimingyue Zhang, Somil Bansal

机构 * department of Aeronautics and Astronautics, Stanford University（航空与宇航系，斯坦福大学） ； School of Vehicle and Mobility at Tsinghua University（清华大学车辆与移动系统学院） 纠错

专题命中 其他LLM ：LLM(abstract)；large language model(abstract)；language model(abstract)

Secure Retrieval-Augmented Generation against Poisoning Attacks

Zirui Cheng, Jikai Sun, Anjun Gao, Yueyang Quan, Zhuqing Liu, Xiaohua Hu, Minghong Fang

机构 * National University of Singapore（新加坡国立大学） ； University of Louisville（路易斯维尔大学） ； University of North Texas（北卡罗来纳州立大学） ； Drexel University（德雷塞尔大学） 纠错

专题命中 其他LLM ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments To appear in IEEE BigData 2025

Decomate: Leveraging Generative Models for Co-Creative SVG Animation

Jihyeon Park, Jiyoon Myung, Seone Shin, Jungki Son, Joohyung Han

机构 * MODULABS 纠错

专题命中 其他LLM ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted at the 1st Workshop on Generative and Protective AI for Content Creation (NeurIPS 2025)

Beyond Parallelism: Synergistic Computational Graph Effects in Multi-Head Attention

Haitz Sáez de Ocáriz Borde

机构 * Supermodel 纠错

专题命中 其他LLM ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments 16 pages, 4 figures, 6 tables. Accepted at NeurIPS 2025 Workshop on Symmetry and Geometry in Neural Representations

Leveraging Text-Driven Semantic Variation for Robust OOD Segmentation

Seungheon Song, Jaekoo Lee

专题命中 其他LLM ：language model(abstract)；分类 cs.AI

Comments 8 pages, 5 figure references, 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) submission

AI as intermediary in modern-day ritual: An immersive, interactive production of the roller disco musical Xanadu at UCLA

Mira Winick, Naisha Agarwal, Chiheb Boussema, Ingrid Lee, Camilo Vargas, Jeff Burke

机构 * UCLA（加州大学洛杉矶分校） 纠错

专题命中 其他LLM ：language model(abstract)；分类 cs.AI

A Graph Laplacian Eigenvector-based Pre-training Method for Graph Neural Networks

Howard Dai, Nyambura Njenga, Hiren Madhu, Siddharth Viswanath, Ryan Pellico, Ian Adelstein, Smita Krishnaswamy

机构 * Yale University（耶鲁大学） ； Georgia Institute of Technology（佐治亚理工学院） ； Trinity College（三一学院） 纠错

专题命中 其他LLM ：foundation model(abstract)；分类 cs.LG