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
  • [1] Label Noise Robustness of Conformal Prediction
    Einbinder, Bat-Sheva
    Feldman, Shai
    Bates, Stephen
    Angelopoulos, Anastasios N.
    Gendler, Asaf
    Romano, Yaniv
    JOURNAL OF MACHINE LEARNING RESEARCH, 2024, 25
  • [2] Noise-Robust Conformal Prediction for Medical Image Classification
    Penso, Coby
    Goldberger, Jacob
    MACHINE LEARNING IN MEDICAL IMAGING, PT II, MLMI 2024, 2025, 15242 : 159 - 168
  • [3] Probabilistically Robust Conformal Prediction
    Ghosh, Subhankar
    Shi, Yuanjie
    Belkhouja, Taha
    Yan, Yan
    Doppa, Janardhan Rao
    Jones, Brian
    UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, 2023, 216 : 681 - 690
  • [4] Robust Gas Demand Forecasting With Conformal Prediction
    Mendil, Mouhcine
    Mossina, Luca
    Nabhan, Marc
    Pasini, Kevin
    CONFORMAL AND PROBABILISTIC PREDICTION WITH APPLICATIONS, VOL 179, 2022, 179
  • [5] Conformal prediction for robust deep nonparametric regression
    Kong, Jingsen
    Liu, Yiming
    Yang, Guangren
    Zhou, Wang
    STATISTICAL PAPERS, 2025, 66 (01)
  • [6] Robust Deep Face Recognition with Label Noise
    Yuan, Jirui
    Ma, Wenya
    Zhu, Pengfei
    Egiazarian, Karen
    NEURAL INFORMATION PROCESSING (ICONIP 2017), PT II, 2017, 10635 : 593 - 602
  • [7] Deep Image Retrieval is not Robust to Label Noise
    Dereka, Stanislav
    Karpukhin, Ivan
    Kolesnikov, Sergey
    2022 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, CVPRW 2022, 2022, : 4971 - 4976
  • [8] LABEL NOISE ROBUST CLASSIFICATION OF HYPERSPECTRAL DATA
    Maas, Alina E.
    Rasti, Behnood
    Ulfarsson, Magnus O.
    2018 9TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2018,
  • [9] Robust Learning of Multi-Label Classifiers under Label Noise
    Kumar, Himanshu
    Manwani, Naresh
    Sastry, P. S.
    PROCEEDINGS OF THE 7TH ACM IKDD CODS AND 25TH COMAD (CODS-COMAD 2020), 2020, : 90 - 97
  • [10] A Comparison of Three Implementations of Multi-Label Conformal Prediction
    Wang, Huazhen
    Liu, Xin
    Nouretdinov, Ilia
    Luo, Zhiyuan
    STATISTICAL LEARNING AND DATA SCIENCES, 2015, 9047 : 241 - 250
12345