语言大模型 / LLM

ChartAB: A Benchmark for Chart Grounding & Dense Alignment

Aniruddh Bansal, Davit Soselia, Dang Nguyen, Tianyi Zhou

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

专题命中 评测与基准 ：language model(abstract)

LiDAR-VGGT: Cross-Modal Coarse-to-Fine Fusion for Globally Consistent and Metric-Scale Dense Mapping

Lijie Wang, Lianjie Guo, Ziyi Xu, Qianhao Wang, Fei Gao, Xieyuanli Chen

机构 * State Key Laboratory of Industrial Control Technology, Institute of Cyber-Systems and Control, Zhejiang University（工业控制技术国家重点实验室，系统与控制研究院，浙江大学） ； Differential Robot Technology Co., Ltd.（差分机器人技术有限公司） ； College of Intelligence Science and Technology, National University of Defense Technology（智能科学与技术学院，国防科技大学） 纠错

专题命中 评测与基准 ：foundation model(abstract)

A Comprehensive Empirical Evaluation of Agent Frameworks on Code-centric Software Engineering Tasks

Zhuowen Yin, Cuifeng Gao, Chunsong Fan, Wenzhang Yang, Yinxing Xue, Lijun Zhang

专题命中 评测与基准 ：LLM(abstract)

Repairing Responsive Layout Failures Using Retrieval Augmented Generation

Tasmia Zerin, Moumita Asad, B. M. Mainul Hossain, Kazi Sakib

专题命中 评测与基准 ：LLM(abstract)

Comments Accepted at the 41st IEEE International Conference on Software Maintenance and Evolution 2025 (ICSME'25)

GDPR-Bench-Android: A Benchmark for Evaluating Automated GDPR Compliance Detection in Android

Huaijin Ran, Haoyi Zhang, Xunzhu Tang

专题命中 评测与基准 ：LLM(abstract)

CueBench: Advancing Unified Understanding of Context-Aware Video Anomalies in Real-World

Yating Yu, Congqi Cao, Zhaoying Wang, Weihua Meng, Jie Li, Yuxin Li, Zihao Wei, Zhongpei Shen, Jiajun Zhang

专题命中 评测与基准 ：language model(abstract)

Issue-Oriented Agent-Based Framework for Automated Review Comment Generation

Shuochuan Li, Dong Wang, Patanamon Thongtanunam, Zan Wang, Jiuqiao Yu, Junjie Chen

专题命中 评测与基准 ：LLM(abstract)

A Big Step Forward? A User-Centric Examination of iOS App Privacy Report and Enhancements

Liu Wang, Dong Wang, Shidong Pan, Zheng Jiang, Haoyu Wang, Yi Wang

专题命中 评测与基准 ：LLM(abstract)

Comments Accepted to S&P 2025

Habitat and Land Cover Change Detection in Alpine Protected Areas: A Comparison of AI Architectures

Harald Kristen, Daniel Kulmer, Manuela Hirschmugl

机构 * University of Graz（格拉茨大学） ； Joanneum Research（乔安姆研究） 纠错

专题命中 评测与基准 ：foundation model(abstract)

D$^2$GS: Dense Depth Regularization for LiDAR-free Urban Scene Reconstruction

Kejing Xia, Jidong Jia, Ke Jin, Yucai Bai, Li Sun, Dacheng Tao, Youjian Zhang

机构 * Wuhan University（武汉大学） ； Shanghai Jiaotong University（上海交通大学） ； TongJi University（同济大学） ； Bosch（博世） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 评测与基准 ：foundation model(abstract)

Hyperparameter Optimization and Reproducibility in Deep Learning Model Training

Usman Afzaal, Ziyu Su, Usama Sajjad, Hao Lu, Mostafa Rezapour, Metin Nafi Gurcan, Muhammad Khalid Khan Niazi

专题命中 评测与基准 ：foundation model(abstract)

LEMURS dataset: Large-scale multi-detector ElectroMagnetic Universal Representation of Showers

Peter McKeown, Piyush Raikwar, Anna Zaborowska

专题命中 评测与基准 ：foundation model(abstract)

Comments 17 pages, 24 figures + appendix

RepoScope: Leveraging Call Chain-Aware Multi-View Context for Repository-Level Code Generation

Yang Liu, Li Zhang, Fang Liu, Zhuohang Wang, Donglin Wei, Zhishuo Yang, Kechi Zhang, Jia Li, Lin Shi

专题命中 评测与基准 ：LLM(abstract)

Comments Accepted by ICSE 2026

FlexQ: Efficient Post-training INT6 Quantization for LLM Serving via Algorithm-System Co-Design

Hao Zhang, Aining Jia, Weifeng Bu, Yushu Cai, Kai Sheng, Hao Chen, Xin He

专题命中 效率与部署 ：LLM(title,abstract)；post-training(title,abstract)；large language model(abstract)；language model(abstract)

RepoMark: A Data-Usage Auditing Framework for Code Large Language Models

Wenjie Qu, Yuguang Zhou, Bo Wang, Yuexin Li, Lionel Z. Wang, Jinyuan Jia, Jiaheng Zhang

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers

Qianhao Yuan, Qingyu Zhang, Yanjiang Liu, Jiawei Chen, Yaojie Lu, Hongyu Lin, Jia Zheng, Xianpei Han, Le Sun

机构 * Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Published as a conference paper at ICCV 2025. Project page: https://github.com/icip-cas/ShortV

Modular Task Decomposition and Dynamic Collaboration in Multi-Agent Systems Driven by Large Language Models

Shuaidong Pan, Di Wu

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

Duplex: A Device for Large Language Models with Mixture of Experts, Grouped Query Attention, and Continuous Batching

Sungmin Yun, Kwanhee Kyung, Juhwan Cho, Jaewan Choi, Jongmin Kim, Byeongho Kim, Sukhan Lee, Kyomin Sohn, Jung Ho Ahn

机构 * Seoul National University（首尔国立大学） ； Samsung Electronics（三星电子） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

Comments 15 pages, 16 figures, accepted at MICRO 2024

Scaling Graph Chain-of-Thought Reasoning: A Multi-Agent Framework with Efficient LLM Serving

Chengying Huan, Ziheng Meng, Yongchao Liu, Zhengyi Yang, Yun Zhu, Yue Yun, Shipeng Li, Rong Gu, Xiabao Wu, Haitao Zhang, Chuntao Hong, Shaonan Ma, Guihai Chen, Chen Tian

机构 * Nanjing University（南京大学） ； Ant Group（蚂蚁集团） ； University of New South Wales（新南威尔士大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Tsinghua University（清华大学） 纠错

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

GTAlign: Game-Theoretic Alignment of LLM Assistants for Social Welfare

Siqi Zhu, David Zhang, Pedro Cisneros-Velarde, Jiaxuan You

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； VMware Research（VMware研究） 纠错

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 31 pages, 6 figures

LiteVLM: A Low-Latency Vision-Language Model Inference Pipeline for Resource-Constrained Environments

Jin Huang, Yuchao Jin, Le An, Josh Park

机构 * NVIDIA（英伟达） 纠错

专题命中 效率与部署 ：language model(title,abstract)；LLM(abstract)；post-training(abstract)；分类 cs.AI、cs.LG

SmartMLOps Studio: Design of an LLM-Integrated IDE with Automated MLOps Pipelines for Model Development and Monitoring

Jiawei Jin, Yingxin Su, Xiaotong Zhu

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

Urban-MAS: Human-Centered Urban Prediction with LLM-Based Multi-Agent System

Shangyu Lou

机构 * University of California, Santa Barbara \& San Diego State University California USA ； University of California, Santa Barbara \& San Diego State University 纠错

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

Comments Accepted to The 3rd ACM SIGSPATIAL International Workshop on Advances in Urban AI (UrbanAI'25)

ShadowLogic: Backdoors in Any Whitebox LLM

Kasimir Schulz, Amelia Kawasaki, Leo Ring

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

Journal ref Proceedings of Machine Learning Research 299:1-11, 2025 Conference on Applied Machine Learning for Information Security

KVCOMM: Online Cross-context KV-cache Communication for Efficient LLM-based Multi-agent Systems

Hancheng Ye, Zhengqi Gao, Mingyuan Ma, Qinsi Wang, Yuzhe Fu, Ming-Yu Chung, Yueqian Lin, Zhijian Liu, Jianyi Zhang, Danyang Zhuo, Yiran Chen

机构 * Duke University（杜克大学） ； MIT（麻省理工学院） ； NVIDIA（英伟达） 纠错

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

Comments Accepted for publication in NeurIPS2025. Code is available at \url{https://github.com/FastMAS/KVCOMM}

Harmony in Divergence: Towards Fast, Accurate, and Memory-efficient Zeroth-order LLM Fine-tuning

Qitao Tan, Jun Liu, Zheng Zhan, Caiwei Ding, Yanzhi Wang, Xiaolong Ma, Jaewoo Lee, Jin Lu, Geng Yuan

机构 * University of Georgia（佐治亚大学） ； Northeastern University（东北大学） ； University of Minnesota（明尼苏达大学） ； University of Arizona（亚利桑那大学） 纠错

专题命中 效率与部署 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

ParaRNN: Unlocking Parallel Training of Nonlinear RNNs for Large Language Models

Federico Danieli, Pau Rodriguez, Miguel Sarabia, Xavier Suau, Luca Zappella

机构 * Apple（苹果公司） 纠错

专题命中 效率与部署 ：large language model(title)；language model(title)；分类 cs.LG

Beyond Autoregression: An Empirical Study of Diffusion Large Language Models for Code Generation

Chengze Li, Yitong Zhang, Jia Li, Liyi Cai, Ge Li

机构 * College of AI, Tsinghua University（清华大学人工智能学院） ； School of Computer Science, Nanjing University（南京大学计算机科学学院） ； School of Computer Science and Engineering, Beihang University（北航计算机科学与工程学院） ； School of Computer Science, Peking University（北京大学计算机科学学院） 纠错

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

URDF-Anything: Constructing Articulated Objects with 3D Multimodal Language Model

Zhe Li, Xiang Bai, Jieyu Zhang, Zhuangzhe Wu, Che Xu, Ying Li, Chengkai Hou, Shanghang Zhang

机构 * State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University（多媒体信息处理国家重点实验室，计算机学院，北京大学） ； University of Washington（华盛顿大学） 纠错

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

Comments Accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Transferring Linear Features Across Language Models With Model Stitching

Alan Chen, Jack Merullo, Alessandro Stolfo, Ellie Pavlick

机构 * Brown University（布朗大学） ； ETH Zürich（苏黎世联邦理工学院） 纠错

专题命中 效率与部署 ：language model(title,abstract)；分类 cs.CL、cs.LG