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Mortar-FP8: Morphing the Existing FP32 Infrastructure for High-Performance Deep Learning Acceleration 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 3, 页码: 878-891
作者:  Li, Hongyan;  Lu, Hang;  Li, Xiaowei
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Deep learning accelerator  deep neural network (DNN)  fp8 format  
Curricular-balanced long-tailed learning 期刊论文
NEUROCOMPUTING, 2024, 卷号: 571, 页码: 13
作者:  Xiang, Xiang;  Zhang, Zihan;  Chen, Xilin
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Long-tailed learning  Re-weighting loss  Curriculum learning  
Revisiting AUC-Oriented Adversarial Training With Loss-Agnostic Perturbations 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 12, 页码: 15494-15511
作者:  Yang, Zhiyong;  Xu, Qianqian;  Hou, Wenzheng;  Bao, Shilong;  He, Yuan;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Optimization  Training  Perturbation methods  Machine learning  Receivers  Machine learning algorithms  Linear programming  AUC Optimization  adversarial learning  machine learning  
Improving metric-based few-shot learning with dynamically scaled softmax loss 期刊论文
IMAGE AND VISION COMPUTING, 2023, 卷号: 140, 页码: 15
作者:  Zhang, Yu;  Zuo, Xin;  Zheng, Xuxu;  Gao, Xiaoyong;  Wang, Bo;  Hu, Weiming
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Few-shot learning  Metric-based learning framework  Softmax loss improvement  
BoAu: Malicious traffic detection with noise labels based on boundary augmentation 期刊论文
COMPUTERS & SECURITY, 2023, 卷号: 131, 页码: 13
作者:  Yuan, Qingjun;  Liu, Chang;  Yu, Wentao;  Zhu, Yuefei;  Xiong, Gang;  Wang, Yongjuan;  Gou, Gaopeng
收藏  |  浏览/下载：6/0  |  提交时间：2023/12/04
Malicious traffic detection  Deep learning  Learning with noise labels  Decision boundaries  Encrypted traffic  
MaxMatch: Semi-Supervised Learning With Worst-Case Consistency 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 5, 页码: 5970-5987
作者:  Jiang, Yangbangyan;  Li, Xiaodan;  Chen, Yuefeng;  He, Yuan;  Xu, Qianqian;  Yang, Zhiyong;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：6/0  |  提交时间：2023/12/04
Predictive models  Training  Data models  Semantics  Perturbation methods  Computational modeling  Benchmark testing  Semi-supervised learning  consistency regularization  worst-case consistency  image classification  
Balanced masking strategy for multi-label image classification 期刊论文
NEUROCOMPUTING, 2023, 卷号: 522, 页码: 64-72
作者:  Yuan, Jin;  Zhang, Yao;  Shi, Zhongchao;  Geng, Xin;  Fan, Jianping;  Rui, Yong
收藏  |  浏览/下载：12/0  |  提交时间：2023/07/12
Multi -label image classification  Data imbalance  Masking strategy  Graph neural network  
Ingredient Prediction via Context Learning Network With Class-Adaptive Asymmetric Loss 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 卷号: 32, 页码: 5509-5523
作者:  Luo, Mengjiang;  Min, Weiqing;  Wang, Zhiling;  Song, Jiajun;  Jiang, Shuqiang
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Ingredient prediction  multi-label classification  deep learning  
AsyLink: user identity linkage from text to geo-location via sparse labeled data 期刊论文
NEUROCOMPUTING, 2023, 卷号: 515, 页码: 174-184
作者:  Shao, Jiangli;  Wang, Yongqing;  Gao, Hao;  Shi, Boshen;  Shen, Huawei;  Cheng, Xueqi
收藏  |  浏览/下载：11/0  |  提交时间：2023/07/12
User identity linkage  User -generated text  Geo-location  
CMOS-GAN: Semi-Supervised Generative Adversarial Model for Cross-Modality Face Image Synthesis 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 卷号: 32, 页码: 144-158
作者:  Yu, Shikang;  Han, Hu;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载：11/0  |  提交时间：2023/07/12
Cross-modality synthesis  semi-supervised synthesis  cross-modality face recognition  generative adversarial networks