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Understanding and Mitigating Dimensional Collapse in Federated Learning 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 5, 页码: 2936-2949
作者:  Shi, Yujun;  Liang, Jian;  Zhang, Wenqing;  Xue, Chuhui;  Tan, Vincent Y. F.;  Bai, Song
收藏  |  浏览/下载：14/0  |  提交时间：2024/07/03
Federated learning  representation learning  distribution shift  dimensional collapse  
Growing Like a Tree: Finding Trunks From Graph Skeleton Trees 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 5, 页码: 2838-2851
作者:  Huang, Zhongyu;  Wang, Yingheng;  Li, Chaozhuo;  He, Huiguang
收藏  |  浏览/下载：16/0  |  提交时间：2024/07/03
Graph neural networks  graph-level tasks  long-range patterns  over-squashing  skeleton trees  trunks  
Revisiting Confidence Estimation: Towards Reliable Failure Prediction 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 5, 页码: 3370-3387
作者:  Zhu, Fei;  Zhang, Xu-Yao;  Cheng, Zhen;  Liu, Cheng-Lin
收藏  |  浏览/下载：21/0  |  提交时间：2024/07/03
Confidence estimation  uncertainty quantification  failure prediction  misclassification detection  selective classification  out-of-distribution detection  confidence calibration  model reliability  trustworthy  flat minima  
Recognizing Predictive Substructures With Subgraph Information Bottleneck 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 3, 页码: 1650-1663
作者:  Yu, Junchi;  Xu, Tingyang;  Rong, Yu;  Bian, Yatao;  Huang, Junzhou;  He, Ran
收藏  |  浏览/下载：7/0  |  提交时间：2024/07/03
Three-dimensional displays  Mutual information  Task analysis  Optimization  Training  Redundancy  Computer vision  Graph convolutional network  subgraph information bottleneck  graph classification  
Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 3, 页码: 1881-1897
作者:  Gao, Jin;  Lu, Yan;  Qi, Xiaojuan;  Kou, Yutong;  Li, Bing;  Li, Liang;  Yu, Shan;  Hu, Weiming
Adobe PDF(915Kb)  |  收藏  |  浏览/下载：58/21  |  提交时间：2024/06/21
Visualization  Training  Adaptation models  Data models  Optimization  Task analysis  Robustness  Online learning  few-shot online adaptation  visual tracking  continual learning  recursive least-squares estimation