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AFFS: Adaptive Fast Frequency Selection Algorithm for Deep Learning Feature Extraction 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2026, 卷号: 38, 期号: 2, 页码: 842-856
作者:  Li, Xiaocan;  Xie, Kun;  He, Zilong;  Wen, Jigang;  Cao, Jiannong;  Zhang, Guangxing;  Xie, Gaogang;  Liang, Wei
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Feature extraction  Discrete cosine transforms  Adaptation models  Training  Data models  Computational modeling  Time-frequency analysis  Deep learning  Logic gates  Image classification  Discrete cosine transform  feature extraction  frequency components selection  frequency domain  
Improving post-training structured pruning via two-stage reconstruction 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2026, 卷号: 296, 页码: 10
作者:  Li, Chenhao;  Li, Lin;  Zhang, Zhibin;  Qiu, Qiang;  Guo, Jiafeng;  Cheng, Xueqi
收藏  |  浏览/下载：29/0  |  提交时间：2025/12/03
Post-training pruning  Layer reconstruction  Channel pruning  Calibration data  
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  
SEPP-FLBC: A Secure and Efficient Privacy Protection Scheme Using Federate Learning and Blockchain for Edge-End-Cloud Devices 期刊论文
IEEE TRANSACTIONS ON SERVICES COMPUTING, 2026, 卷号: 19, 期号: 1, 页码: 657-670
作者:  Feng, Libo;  Guo, Junwei;  Fang, Fake;  He, Zhenli;  Yu, Yimin;  Yao, Shaowen;  Peng, Xiaohui
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Training  Federated learning  Privacy  Computational modeling  Differential privacy  Data models  Convergence  Protection  Consensus protocol  Servers  Blockchain  edge-end-cloud devices  federated learning  committee consensus  differential privacy  
CACRE: A Weakly Supervised Method for Cross-Attention Contrastive Relation Extraction With Large Language Models 期刊论文
IEEE ACCESS, 2026, 卷号: 14, 页码: 18718-18729
作者:  Hu, Zhikui;  Zi, Kangli;  Luo, Tianyu;  Huang, Yuwei;  Wang, Shi
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Semantics  Contrastive learning  Feature extraction  Weak supervision  Vectors  Training  Large language models  Data mining  Tensors  Reliability  Relation extraction  weak supervision  contrastive learning  LLMs  
DEFT: Data-Efficient Fine-Tuning Through Multi-Dimensional Data Selection 期刊论文
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2026, 卷号: 34, 页码: 352-363
作者:  Dai, Shaojie;  Liu, Xin;  Yu, Yue
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Data models  Complexity theory  Training data  Training  Speech processing  Semantics  Adaptation models  Tuning  Measurement  Large language models  Data-efficient fine-tuning  large language models (LLMs)  instruction fine-tuning  data selection  
Aligning Logits Generatively for Principled Black-Box Knowledge Distillation in the Wild 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 12, 页码: 11929-11945
作者:  Xiang, Xiang;  Ma, Jing;  Wu, Dongrui;  Zeng, Zhigang;  Chen, Xilin
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Data models  Adaptation models  Cloud computing  Training  Predictive models  Image edge detection  Generators  Computational modeling  Servers  Model compression  Cloud-to-edge model compression  knowledge distillation  generative adversarial network  test-time adaptation  
Stable Attribute Group Editing for Reliable Few-Shot Image Generation 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2025, 卷号: 35, 期号: 12, 页码: 12719-12733
作者:  Ding, Guanqi;  Han, Xinzhe;  Wang, Shuhui;  Jin, Xin;  Huang, Qingming
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Image synthesis  Training  Diffusion models  Dictionaries  Generators  Data models  Codes  Visualization  Reliability  Analytical models  Few-shot image generation  generative adversarial network  image editing  
Region Uncertainty Estimation for Medical Image Segmentation With Noisy Labels 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 12, 页码: 5197-5207
作者:  Han, Kai;  Wang, Shuhui;  Chen, Jun;  Qian, Chengxuan;  Lyu, Chongwen;  Ma, Siqi;  Qiu, Chengjian;  Sheng, Victor S.;  Huang, Qingming;  Liu, Zhe
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Noise measurement  Training  Image segmentation  Annotations  Uncertainty  Estimation  Medical diagnostic imaging  Data models  Computational modeling  Noise  Medical image segmentation  noisy label learning  uncertainty estimation  pseudo label  
PIT: A Plug-and-Play Image Translator for Making Off-the-Shelf Models Adapt to Corruptions 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 12, 页码: 11644-11661
作者:  Li, Yinqi;  Chang, Hong;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Adaptation models  Image recognition  Computational modeling  Translation  Training  Data models  Image restoration  Data augmentation  Head  Flowering plants  Corrupted image recognition  image-to-image translation  generative adversarial network