代码大模型 / AI 编程

Towards Efficient Privacy-Preserving Machine Learning: A Systematic Review from Protocol, Model, and System Perspectives

Wenxuan Zeng, Tianshi Xu, Yi Chen, Yifan Zhou, Mingzhe Zhang, Jin Tan, Cheng Hong, Meng Li

机构 * Peking University（北京大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Comments This work will be continuously updated to reflect the latest advances

Advancing MRI Reconstruction: A Systematic Review of Deep Learning and Compressed Sensing Integration

Mojtaba Safari, Zach Eidex, Chih-Wei Chang, Richard L. J. Qiu, Xiaofeng Yang

机构 * Department of Radiation Oncology（放射肿瘤科） ； Winship Cancer Institute（Winship癌症研究所） ； Emory University（埃默里大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Comments arXiv admin note: substantial text overlap with arXiv:2405.00241

IncA-DES: An incremental and adaptive dynamic ensemble selection approach using online K-d tree neighborhood search for data streams with concept drift

Eduardo V. L. Barboza, Paulo R. Lisboa de Almeida, Alceu de Souza Britto, Robert Sabourin, Rafael M. O. Cruz

机构 * LIVIA, École de Technologie Supérieure, University of Qu\'ebec, Montreal, Qu\'ebec, Canada ； Department of Informatics, Universidade Federal do Paran\' a (UFPR), Curitiba (PR), Brazil 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments Preprint of article published to Information Fusion

Journal ref Information Fusion, Volume 123, 2025, 103272, ISSN 1566-2535

A Survey on Latent Reasoning

Rui-Jie Zhu, Tianhao Peng, Tianhao Cheng, Xingwei Qu, Jinfa Huang, Dawei Zhu, Hao Wang, Kaiwen Xue, Xuanliang Zhang, Yong Shan, Tianle Cai, Taylor Kergan, Assel Kembay, Andrew Smith, Chenghua Lin, Binh Nguyen, Yuqi Pan, Yuhong Chou, Zefan Cai, Zhenhe Wu, Yongchi Zhao, Tianyu Liu, Jian Yang, Wangchunshu Zhou, Chujie Zheng, Chongxuan Li, Yuyin Zhou, Zhoujun Li, Zhaoxiang Zhang, Jiaheng Liu, Ge Zhang, Wenhao Huang, Jason Eshraghian

机构 * UCSC（加州大学圣克鲁兹分校） ； FDU（福建师范大学） ； NJU（南京大学） ； PKU（北京大学） ； RUC（俄罗斯乌拉尔联邦大学） ； UoM（马来西亚马来亚大学） ； UW-Madison（威斯康星大学麦迪逊分校） ； PolyU ； M-A-P（马大-阿联酋合作项目） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Exploring Security Practices in Infrastructure as Code: An Empirical Study

Alexandre Verdet, Mohammad Hamdaqa, Leuson Da Silva, Foutse Khomh

专题命中 仓库级理解 ：repository(abstract)；分类 cs.SE

Comments 50 pages, 13 figures, 10 tables

Do We Really Need Specialization? Evaluating Generalist Text Embeddings for Zero-Shot Recommendation and Search

Matteo Attimonelli, Alessandro De Bellis, Claudio Pomo, Dietmar Jannach, Eugenio Di Sciascio, Tommaso Di Noia

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Comments Accept as Short Paper at RecSys 2025

TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservation

Ahmed Y. Radwan, Mohammad Shehab, Mohamed-Slim Alouini

机构 * Department of Electrical Engineering and Computer Science, York University（电气工程与计算机科学系，约克大学） ； CEMSE Division, King Abdullah University of Science and Technology (KAUST)（CEMSE部门，国王 Abdullah 科学与技术大学（KAUST）） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments Accepted at EuCNC & 6G Summit 2025

Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations

Yu-Hsiang Lan, Eric K. Oermann

机构 * New York University, New York, NY, USA（纽约大学） ； Department of Neurosurgery, NYU Langone Health, New York, NY, USA（神经外科部门，NYU Langone健康） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments Accepted at ICML Workshop on Foundation Models for Structured Data

QAEncoder: Towards Aligned Representation Learning in Question Answering Systems

Zhengren Wang, Qinhan Yu, Shida Wei, Zhiyu Li, Feiyu Xiong, Xiaoxing Wang, Simin Niu, Hao Liang, Wentao Zhang

机构 * Peking University（北京大学） ； Institute for Advanced Algorithms Research（高级算法研究所） ； Zhongguancun Academy（中关村学院） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Comments ACL 2025 Oral

Privacy-Preserving Methods for Bug Severity Prediction

Havvanur Dervişoğlu, Ruşen Halepmollası, Elif Eyvaz

专题命中 仓库级理解 ：repository(abstract)；分类 cs.SE

OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis

Jinglin He, Yunqi Guo, Lai Kwan Lam, Waikei Leung, Lixing He, Yuanan Jiang, Chi Chiu Wang, Guoliang Xing, Hongkai Chen

机构 * Department of Obstetrics and Gynaecology（妇产科系） ； School of Chinese Medicine（中医学系） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Comments 8 pages, 5 figures, 7 tables

From System 1 to System 2: A Survey of Reasoning Large Language Models

Zhong-Zhi Li, Duzhen Zhang, Ming-Liang Zhang, Jiaxin Zhang, Zengyan Liu, Yuxuan Yao, Haotian Xu, Junhao Zheng, Pei-Jie Wang, Xiuyi Chen, Yingying Zhang, Fei Yin, Jiahua Dong, Zhiwei Li, Bao-Long Bi, Ling-Rui Mei, Junfeng Fang, Xiao Liang, Zhijiang Guo, Le Song, Cheng-Lin Liu

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Comments Slow-thinking, Large Language Models, Human-like Reasoning, Decision Making in AI, AGI

Popularity and Innovation in Maven Central

Nkiru Ede, Jens Dietrich, Ulrich Zülicke

专题命中 仓库级理解 ：repository(abstract)；分类 cs.SE

Comments 5 pages, 4 figures, accepted at the 2025 IEEE/ACM 22nd International Conference on Mining Software Repositories (MSR) - Mining Challenge Track

Journal ref 2025 IEEE/ACM 22nd International Conference on Mining Software Repositories (MSR), pp. 334-338

ReBoot: Encrypted Training of Deep Neural Networks with CKKS Bootstrapping

Alberto Pirillo, Luca Colombo

机构 * Politecnico di Milano（米兰理工学院） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

MGHF: Multi-Granular High-Frequency Perceptual Loss for Image Super-Resolution

Shoaib Meraj Sami, Md Mahedi Hasan, Mohammad Saeed Ebrahimi Saadabadi, Jeremy Dawson, Nasser Nasrabadi, Raghuveer Rao

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments 14 pages

Enhancing Omics Cohort Discovery for Research on Neurodegeneration through Ontology-Augmented Embedding Models

José A. Pardo, Alicia Gómez-Pascual, José T. Palma, Juan A. Botía

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Comments 16 pages, 3 figures, 1 table

Detection of obstructions in oil and gas pipelines: machine learning techniques for hydrate classification

Hellockston Gomes de Brito, Carla Wilza Souza de Paula Maitelli, Osvaldo Chiavone-Filho

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

MoE-MLoRA for Multi-Domain CTR Prediction: Efficient Adaptation with Expert Specialization

Ken Yaggel, Eyal German, Aviel Ben Siman Tov

机构 * Department of Software and Information Systems Engineering, Ben-Gurion University of the Negev（软件与信息系统工程系，本·古里安大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting

Hang Ye, Gaoxiang Duan, Haoran Zeng, Yangxin Zhu, Lingxue Meng, Xiaoying Zheng, Yongxin Zhu

机构 * Shanghai Advanced Research Institute, Chinese Academy of Sciences（上海先进研究院，中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） ； Beijing Jiaotong University（北京交通大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments 10 pages,3 figures, published to WASA2025

Learning based on neurovectors for tabular data: a new neural network approach

J. C. Husillos, A. Gallego, A. Roma, A. Troncoso

机构 * Research \& Innovation Department Alneux Sistemas Predictivos SL Spain ； Computer Science Department Universidad Pablo de Olavide Spain 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments Submitted to 25th IEEE International Conference on Data Mining (ICDM 2025)

Wavelet-based Disentangled Adaptive Normalization for Non-stationary Times Series Forecasting

Junpeng Lin, Tian Lan, Bo Zhang, Ke Lin, Dandan Miao, Huiru He, Jiantao Ye, Chen Zhang, Yan-fu Li

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

GroMo: Plant Growth Modeling with Multiview Images

Ruchi Bhatt, Shreya Bansal, Amanpreet Chander, Rupinder Kaur, Malya Singh, Mohan Kankanhalli, Abdulmotaleb El Saddik, Mukesh Kumar Saini

机构 * Indian Institute of Technology Ropar（印度理工学院罗帕尔分校） ； National University of Singapore（新加坡国立大学） ； University of Ottawa（渥太华大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments 7 pages, 5 Figures, 3 Tables

Efficient Diffusion Models: A Survey

Hui Shen, Jingxuan Zhang, Boning Xiong, Rui Hu, Shoufa Chen, Zhongwei Wan, Xin Wang, Yu Zhang, Zixuan Gong, Guangyin Bao, Chaofan Tao, Yongfeng Huang, Ye Yuan, Mi Zhang

机构 * The Ohio State University（俄亥俄州立大学） ； Indiana University（印第安纳大学） ； Fudan University（复旦大学） ； Hangzhou City University（杭州城市大学） ； The University of Hong Kong（香港大学） ； Tongji University（同济大学） ； The Chinese University of Hong Kong（香港中文大学） ； Peking University（北京大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments Published in Transactions on Machine Learning Research (TMLR-2025)

Words of Warmth: Trust and Sociability Norms for over 26k English Words

Saif M. Mohammad

机构 * National Research Council Canada（加拿大国家研究委员会） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Comments In Proceedings of ACL 2025 Main

Journal ref In Proceedings of ACL 2025 Main

Stereotypical gender actions can be extracted from Web text

Amaç Herdağdelen, Marco Baroni

机构 * New England Complex Systems Institute（新英格兰复杂系统研究所） ； University of Trento（特伦托大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Journal ref Herdağdelen, Amaç, and Marco Baroni. "Stereotypical gender actions can be extracted from web text." Journal of the American Society for Information Science and Technology 62.9 (2011): 1741-1749

Talking to Data: Designing Smart Assistants for Humanities Databases

Alexander Sergeev, Valeriya Goloviznina, Mikhail Melnichenko, Evgeny Kotelnikov

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Comments Accepted for InterSys-2025 conference

Autoregressive Models in Vision: A Survey

Jing Xiong, Gongye Liu, Lun Huang, Chengyue Wu, Taiqiang Wu, Yao Mu, Yuan Yao, Hui Shen, Zhongwei Wan, Jinfa Huang, Chaofan Tao, Shen Yan, Huaxiu Yao, Lingpeng Kong, Hongxia Yang, Mi Zhang, Guillermo Sapiro, Jiebo Luo, Ping Luo, Ngai Wong

机构 * The University of Hong Kong（香港大学） ； Tsinghua University（清华大学） ； Duke University（杜克大学） ； University of Rochester（罗切斯特大学） ； The Ohio State University（俄亥俄州立大学） ； Bytedance（字节跳动） ； The University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） ； Apple（苹果公司） ； The Hong Kong Polytechnic University（香港理工大学） ； Princeton University（普林斯顿大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Comments The paper is accepted by TMLR

LLM as Effective Streaming Processor: Bridging Streaming-Batch Mismatches with Group Position Encoding

Junlong Tong, Jinlan Fu, Zixuan Lin, Yingqi Fan, Anhao Zhao, Hui Su, Xiaoyu Shen

机构 * Shanghai Jiao Tong University（上海交通大学） ； Ningbo Key Laboratory of Spatial Intelligence and Digital Derivative（宁波空间智能与数字衍生关键实验室） ； Institute of Digital Twin, EIT（数字孪生研究所） ； National University of Singapore（新加坡国立大学） ； University of Science and Technology of China（中国科学技术大学） ； Meituan Inc.（美团公司） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL

Comments ACL 2025 Findings

Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning

Yongkang Liu, Xingle Xu, Ercong Nie, Zijing Wang, Shi Feng, Daling Wang, Qian Li, Hinrich Schütze

机构 * Northeastern University, China（东北大学） ； CIS, LMU Munich（CIS，慕尼黑大学；MCML，德国） ； MCML, Germany（山东大学） ； Shandong University, China 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

ChatPD: An LLM-driven Paper-Dataset Networking System

Anjie Xu, Ruiqing Ding, Leye Wang

机构 * Key Lab of High Confidence Software Technologies (Peking University), Ministry of Education（高可信软件技术重点实验室（北京大学）） ； School of Computer Science, Peking University（计算机学院） ； Key Laboratory of Process Optimization and Intelligent Decision-making, Ministry of Education（过程优化与智能决策重点实验室） ； School of Management, Hefei University of Technology（管理学院） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Comments Accepted by KDD Applied Data Science Track 2025