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LINS: A general medical Q&A framework for enhancing the quality and credibility of LLM-generated responses 期刊论文
NATURE COMMUNICATIONS, 2025, 卷号: 16, 期号: 1, 页码: 20
作者:  Wang, Sheng;  Zhao, Fangyuan;  Bu, Dechao;  Lu, Yunwei;  Gong, Ming;  Liu, Hongjie;  Yang, Zhaohui;  Zeng, Xiaoxi;  Yuan, Zhiyuan;  Wan, Baoping;  Sun, Jingbo;  Wu, Yang;  Zhao, Lianhe;  Wan, Xirun;  Huang, Wei;  Wang, Tao;  Xu, Mengtong;  Luo, Jianjun;  Liu, Jingjia;  Zheng, Jianjun;  Zhang, Wei;  Zhang, Kang;  Zhang, Hongjia;  Wang, Shu;  Chen, Runsheng;  Zhao, Yi
收藏  |  浏览/下载：5/0  |  提交时间：2025/12/03
Ten Challenging Problems in Federated Foundation Models 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 7, 页码: 4314-4337
作者:  Fan, Tao;  Gu, Hanlin;  Cao, Xuemei;  Chan, Chee Seng;  Chen, Qian;  Chen, Yiqiang;  Feng, Yihui;  Gu, Yang;  Geng, Jiaxiang;  Luo, Bing;  Liu, Shuoling;  Ong, Win Kent;  Ren, Chao;  Shao, Jiaqi;  Sun, Chuan;  Tang, Xiaoli;  Tae, Hong Xi;  Tong, Yongxin;  Wei, Shuyue;  Wu, Fan;  Xi, Wei;  Xu, Mingcong;  Yang, He;  Yang, Xin;  Yan, Jiangpeng;  Yu, Hao;  Yu, Han;  Zhang, Teng;  Zhang, Yifei;  Zhang, Xiaojin;  Zheng, Zhenzhe;  Fan, Lixin;  Yang, Qiang
收藏  |  浏览/下载：6/0  |  提交时间：2025/12/03
Frequency modulation  Foundation models  Privacy  Optimization  Adaptation models  Watermarking  Knowledge transfer  Training  Fans  Data privacy  Federated foundation models (FedFMs)  federated learning  foundation models  large language models  privacy-preserving Ai  
Trajectory-User Linking via Multi-Scale Graph Attention Network 期刊论文
PATTERN RECOGNITION, 2025, 卷号: 158, 页码: 16
作者:  Li, Yujie;  Sun, Tao;  Shao, Zezhi;  Zhen, Yiqiang;  Xu, Yongjun;  Wang, Fei
收藏  |  浏览/下载：48/0  |  提交时间：2024/12/06
Trajectory-user linking  Graph neural network  Trajectory classification  Spatio-temporal data mining  Check-in data  
MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction 期刊论文
INFORMATION FUSION, 2025, 卷号: 113, 页码: 15
作者:  Yu, Chengqing;  Wang, Fei;  Wang, Yilun;  Shao, Zezhi;  Sun, Tao;  Yao, Di;  Xu, Yongjun
收藏  |  浏览/下载：46/0  |  提交时间：2024/12/06
Air quality prediction  Multi-Granularity Spatiotemporal Fusion  Transformer  Spatiotemporal correlation  Multi-source information fusion  
Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 1, 页码: 291-305
作者:  Shao, Zezhi;  Wang, Fei;  Xu, Yongjun;  Wei, Wei;  Yu, Chengqing;  Zhang, Zhao;  Yao, Di;  Sun, Tao;  Jin, Guangyin;  Cao, Xin;  Cong, Gao;  Jensen, Christian S.;  Cheng, Xueqi
收藏  |  浏览/下载：39/0  |  提交时间：2025/06/25
Forecasting  Time series analysis  Benchmark testing  Transformers  Predictive models  Data models  Computer science  Reliability  Proposals  Electricity  Benchmarking  multivariate time series  spatial-temporal forecasting  long-term time series forecasting  
LighTN: Light-Weight Transformer Network for Performance-Overhead Tradeoff in Point Cloud Downsampling 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2025, 卷号: 27, 页码: 832-847
作者:  Wang, Xu;  Jin, Yi;  Cen, Yigang;  Wang, Tao;  Tang, Bowen;  Li, Yidong
收藏  |  浏览/下载：18/0  |  提交时间：2025/06/25
Task analysis  Point cloud compression  Transformers  Feature extraction  Voltage transformers  Three-dimensional displays  Deep learning  Point cloud  deep learning  downsampling  transformer  energy-efficient  
Personalized Federated Learning With Adaptive Batchnorm for Healthcare 期刊论文
IEEE TRANSACTIONS ON BIG DATA, 2024, 卷号: 10, 期号: 6, 页码: 915-925
作者:  Lu, Wang;  Wang, Jindong;  Chen, Yiqiang;  Qin, Xin;  Xu, Renjun;  Dimitriadis, Dimitrios;  Qin, Tao
收藏  |  浏览/下载：37/0  |  提交时间：2024/12/06
Medical services  Collaborative work  Data models  Adaptation models  Computational modeling  Machine learning  Data privacy  Distributed computing  federated learning  personalization  batch normalization  healthcare  
Toward Generalized Multistage Clustering: Multiview Self-Distillation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 页码: 14
作者:  Wang, Jiatai;  Xu, Zhiwei;  Wang, Xin;  Li, Tao
收藏  |  浏览/下载：58/0  |  提交时间：2025/06/25
Semantics  Feature extraction  Contrastive learning  Mutual information  Clustering methods  Representation learning  Computational modeling  Training  Knowledge engineering  Predictive models  Hierarchical contrastive learning  multistage clustering  multiview self-distillation  mutual information between views  
Wavelet-based selection-and-recalibration network for Parkinson's disease screening in OCT images 期刊论文
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2024, 卷号: 256, 页码: 13
作者:  Huang, Jingqi;  Zhang, Xiaoqing;  Jin, Richu;  Xu, Tao;  Jin, Zi;  Shen, Meixiao;  Lv, Fan;  Chen, Jiangfan;  Liu, Jiang
收藏  |  浏览/下载：64/0  |  提交时间：2024/12/06
Deep learning  Parkinson's disease screening  Discrete wavelet transform  
IDEA: Invariant defense for graph adversarial robustness 期刊论文
INFORMATION SCIENCES, 2024, 卷号: 680, 页码: 18
作者:  Tao, Shuchang;  Cao, Qi;  Shen, Huawei;  Wu, Yunfan;  Xu, Bingbing;  Cheng, Xueqi
收藏  |  浏览/下载：32/0  |  提交时间：2024/12/06
Invariant defense  Adversarial robustness  Causal feature  Graph neural networks