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Learning invariances via correlation and marginal alignments for out-of-distribution generalization 期刊论文
NEUROCOMPUTING, 2026, 卷号: 674, 页码: 11
作者:  Guo, Zong;  Ma, Bingpeng
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Out-of-distribution generalization  Spurious correlation  Invariant risk minimization  Correlation alignment  Marginal distribution alignment  
A Unified Perspective for Loss-Oriented Imbalanced Learning via Localization 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2026, 卷号: 48, 期号: 1, 页码: 639-656
作者:  Wang, Zitai;  Xu, Qianqian;  Yang, Zhiyong;  Xu, Zhikang;  Zhang, Linchao;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Calibration  Training  Safety  Predictive models  Data mining  Computers  Additives  Smoothing methods  Risk minimization  Protocols  Imbalanced learning  re-weighting  logit adjustment  fisher consistency  generalization analysis  
PIC: Domain generalization by path information constraint 期刊论文
PATTERN RECOGNITION, 2025, 卷号: 168, 页码: 12
作者:  Zhu, Jilong;  Zhuo, Junbao;  Wang, Shuhui
收藏  |  浏览/下载：18/0  |  提交时间：2025/12/03
Domain generalization  Transfer learning  Path information constraint  Adversarial manifold learning  
Generic Scene Graph Generation Model with Hierarchical Prompt Learning 期刊论文
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2025, 页码: 19
作者:  Zhu, Xuhan;  Xing, Yifei;  Wang, Ruiping;  Wang, Yaowei;  Lan, Xiangyuan
收藏  |  浏览/下载：21/0  |  提交时间：2025/12/03
Generic scene graph generation  Hierarchical prompt learning  Novel predicate generalization  
Gradient-aware domain-invariant learning for domain generalization 期刊论文
MULTIMEDIA SYSTEMS, 2025, 卷号: 31, 期号: 1, 页码: 15
作者:  Hou, Feng;  Zhang, Yao;  Liu, Yang;  Yuan, Jin;  Zhong, Cheng;  Zhang, Yang;  Shi, Zhongchao;  Fan, Jianping;  He, Zhiqiang
收藏  |  浏览/下载：33/0  |  提交时间：2025/06/25
Domain shift  Domain generalization  Domain-invariant parameters  Sparse  
Generalizable Remote Physiological Measurement via Semantic-Sheltered Alignment and Plausible Style Randomization 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2025, 卷号: 74, 页码: 14
作者:  Wang, Jiyao;  Lu, Hao;  Han, Hu;  Chen, Yingcong;  He, Dengbo;  Wu, Kaishun
收藏  |  浏览/下载：31/0  |  提交时间：2025/06/25
Domain generalization (DG)  heart rate (HR) estimation  invariant risk minimization (IRM)  plausible style generation  remote photoplethysmography (rPPG)  Domain generalization (DG)  heart rate (HR) estimation  invariant risk minimization (IRM)  plausible style generation  remote photoplethysmography (rPPG)  
DomainVerse: A Benchmark Towards Real-World Distribution Shifts for Training-Free Adaptive Domain Generalization 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2025, 卷号: 27, 页码: 6648-6660
作者:  Hou, Feng;  Yuan, Jin;  Yang, Ying;  Zhang, Yao;  Liu, Yang;  Zhang, Yang;  Zhong, Cheng;  Shi, Zhongchao;  Fan, Jianping;  He, Zhiqiang;  Rui, Yong
收藏  |  浏览/下载：25/0  |  提交时间：2025/12/03
Adaptation models  Training  Benchmark testing  Picture archiving and communication systems  Data models  Image color analysis  Computational modeling  Data mining  Training data  Painting  DomainVerse  training-free adaptive domain generalization  vision-language models  
Algorithm-Dependent Generalization of AUPRC Optimization: Theory and Algorithm 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 7, 页码: 5062-5079
作者:  Wen, Peisong;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Huang, Qingming
收藏  |  浏览/下载：56/0  |  提交时间：2024/12/06
Optimization  Stability analysis  Stochastic processes  Measurement  Standards  Approximation algorithms  Machine learning algorithms  Machine learning  AUPRC  learning to rank  algorithm-dependent generalization  stability  
Towards generalizable Graph Contrastive Learning: An information theory perspective 期刊论文
NEURAL NETWORKS, 2024, 卷号: 172, 页码: 17
作者:  Yuan, Yige;  Xu, Bingbing;  Shen, Huawei;  Cao, Qi;  Cen, Keting;  Zheng, Wen;  Cheng, Xueqi
收藏  |  浏览/下载：58/0  |  提交时间：2024/05/20
Graph Contrastive Learning  Generalization  Information theory  
Exploring Structure Incentive Domain Adversarial Learning for Generalizable Sleep Stage Classification 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2024, 卷号: 15, 期号: 1, 页码: 30
作者:  Ma, Shuo;  Zhang, Yingwei;  Chen, Yiqiang;  Xie, Tao;  Song, Shuchao;  Jia, Ziyu
收藏  |  浏览/下载：80/0  |  提交时间：2024/12/06
physiological signal  time-series signal  sleep stage classification  domain generalization  subject independent