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Weakly Supervised Learning

Topic: Weak Supervision

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Weak Supervision Advances

Advanced weakly supervised methods.

Noise-Labeled Learning

Noisy labels. Noise transition matrix. Bootstrapping.

Partial Labels

Partial label learning. Candidate label sets.

Incomplete Supervision

Semi-supervised. Active learning.

Key Takeaways

  1. Handle noisy labels
  2. Partial label learning
  3. Semi-supervised approaches

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