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Improving Time Series Encoding with Noise-Aware Self-Supervised Learning and an Efficient Encoder

Created2025-04-10|Updated2025-04-24
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Author: ALTNT
Link: http://blog.705553939.xyz/2025/04/10/sequence-processing/2024-ICDM-CoInception/
Copyright Notice: All articles in this blog are licensed under CC BY-NC-SA 4.0 unless stating additionally.
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Contents
  1. 1. Improving Time Series Encoding with Noise-Aware Self-Supervised Learning and an Efficient Encoder
    1. 1.0.1. 一段话总结
    2. 1.0.2. 扩张卷积
  2. 1.1. 空洞卷积的应用
    1. 1.1.1. Inception思想
  3. 1.2. 好句:
  4. 1.3. 编码器框架
  5. 1.4. 主要贡献
    1. 1.4.1. 详细总结
    2. 1.4.2. 关键问题
  6. 1.5. 二、提出的方法
    1. 1.5.1. II-A问题公式化
    2. 1.5.2. II-B CoInception框架
      1. 1.5.2.1. II-B1 采样策略
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