Conformal Prediction is Robust to Dispersive Label Noise

被引：0
|
作者：
Feldman, Shai [1 ]
Einbinder, Bat-Sheva [1 ]
Bates, Stephen [2 ]
Angelopoulos, Anastasios N. [2 ]
Gendler, Asaf [1 ]
Romano, Yaniv [1 ]
机构：
[1] Technion Israel Inst Technol, Haifa, Israel
[2] Univ Calif Berkeley, Berkeley, CA USA
来源：
CONFORMAL AND PROBABILISTIC PREDICTION WITH APPLICATIONS, VOL 204 | 2023年 / 204卷
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
引用
收藏
页码：624 / 626
页数：3
相关论文
共 50 条
  • [41] Robust Learning Against Label Noise Based on Activation Trend Tracking
    Wang, Yilin
    Zhang, Yulong
    Jiang, Zhiqiang
    Zheng, Li
    Chen, Jinshui
    Lu, Jiangang
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71
  • [42] Unified Robust Training for Graph Neural Networks Against Label Noise
    Li, Yayong
    Yin, Jie
    Chen, Ling
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PAKDD 2021, PT I, 2021, 12712 : 528 - 540
  • [43] Fast Rates for a kNN Classifier Robust to Unknown Asymmetric Label Noise
    Reeye, Henry W. J.
    Kahan, Ata
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 97, 2019, 97
  • [44] Distributed robust support vector ordinal regression under label noise
    Liu, Huan
    Tu, Jiankai
    Gao, Anqi
    Li, Chunguang
    NEUROCOMPUTING, 2024, 598
  • [45] BadLabel: A Robust Perspective on Evaluating and Enhancing Label-Noise Learning
    Zhang, Jingfeng
    Song, Bo
    Wang, Haohan
    Han, Bo
    Liu, Tongliang
    Liu, Lei
    Sugiyama, Masashi
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 46 (06) : 4398 - 4409
  • [46] Multi-category classification with label noise by robust binary loss
    Liu, Defu
    Zhao, Jiayi
    Wu, Jinzhao
    Yang, Guowu
    Lv, Fengmao
    NEUROCOMPUTING, 2022, 482 : 14 - 26
  • [47] Self-paced Robust Deep Face Recognition with Label Noise
    Zhu, Pengfei
    Ma, Wenya
    Hu, Qinghua
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PAKDD 2019, PT III, 2019, 11441 : 425 - 435
  • [48] Robust consistency learning for facial expression recognition under label noise
    Tan, Yumei
    Xia, Haiying
    Song, Shuxiang
    VISUAL COMPUTER, 2025, 41 (04): : 2655 - 2667
  • [49] Learning a Label-Noise Robust Logistic Regression: Analysis and Experiments
    Bootkrajang, Jakramate
    Kaban, Ata
    INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2013, 2013, 8206 : 569 - 576
  • [50] Robust Loss Functions under Label Noise for Deep Neural Networks
    Ghosh, Aritra
    Kumar, Himanshu
    Sastry, P. S.
    THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2017, : 1919 - 1925
12345