Universal Representations for Well-Logging Data via Ensembling of Self-Supervised Models

被引:0
|
作者
V. A. Zholobov [1 ]
E. D. Romanenkova [1 ]
S. A. Egorov [1 ]
N. A. Gevorgyan [1 ]
A. A. Zaytsev [1 ]
机构
[1] Skolkovo Institute of Science and Technologies,
关键词
self-supervised learning; generative learning; time-series data; ensembling;
D O I
10.1134/S1064562424602257
中图分类号
学科分类号
摘要
引用
收藏
页码:S126 / S136
相关论文
共 50 条
  • [41] DEEP INVESTIGATION OF INTERMEDIATE REPRESENTATIONS IN SELF-SUPERVISED LEARNING MODELS FOR SPEECH EMOTION RECOGNITION
    Zhu, Zhi
    Sato, Yoshinao
    2023 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING WORKSHOPS, ICASSPW, 2023,
  • [42] Self-Supervised Exploration via Disagreement
    Pathak, Deepak
    Gandhi, Dhiraj
    Gupta, Abhinav
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 97, 2019, 97
  • [43] Contrast and Order Representations for Video Self-supervised Learning
    Hu, Kai
    Shao, Jie
    Liu, Yuan
    Raj, Bhiksha
    Savvides, Marios
    Shen, Zhiqiang
    2021 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2021), 2021, : 7919 - 7929
  • [44] Phonetic Analysis of Self-supervised Representations of English Speech
    Wells, Dan
    Tang, Hao
    Richmond, Korin
    INTERSPEECH 2022, 2022, : 3583 - 3587
  • [45] Learning Action Representations for Self-supervised Visual Exploration
    Oh, Changjae
    Cavallaro, Andrea
    2019 INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2019, : 5873 - 5879
  • [46] Self-supervised graph representations with generative adversarial learning
    Sun, Xuecheng
    Wang, Zonghui
    Lu, Zheming
    Lu, Ziqian
    NEUROCOMPUTING, 2024, 592
  • [47] Federated Self-supervised Speech Representations: Are We There Yet?
    Gao, Yan
    Fernandez-Marques, Javier
    Parcollet, Titouan
    Mehrotra, Abhinav
    Lane, Nicholas D.
    INTERSPEECH 2022, 2022, : 3809 - 3813
  • [48] Self-supervised learning of Dynamic Representations for Static Images
    Song, Siyang
    Sanchez, Enrique
    Shen, Linlin
    Valstar, Michel
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 1619 - 1626
  • [49] Deep Bregman divergence for self-supervised representations learning
    Rezaei, Mina
    Soleymani, Farzin
    Bischl, Bernd
    Azizi, Shekoofeh
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2023, 235
  • [50] Self-Supervised Learning of Pretext-Invariant Representations
    Misra, Ishan
    van der Maaten, Laurens
    2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 6706 - 6716