Stephan T. Wäldchen
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Interactive Classification 0: Overview

January 1, 2023• Stephan Wäldchen

2023   ·   interpretability   feature importance attribution   fia     ·   research  

I am writing a series of posts on the subject on formal AI interpretability with focus on interpretability approaches that apply to neural networks leading up to our recent work on Merlin-Arthur Classifiers.

  1. Preliminaries
  2. Prover-Verifier Setup
  3. Asymmetric Feature Correlation
  4. Relative Strength between Cooperative and Adversarial Prover
  5. Computational Complexity



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  • Interactive Classification 1: Preliminaries
  • Interactive Classification 2: Prover-Verifier Setup
  • Interactive Classification 5: Computational Complexity
  • Interactive Classification 4: Relative Strength of Cooperative and Adversarial Prover
  • Interactive Classification 3: Asymmetric Feature Correlation
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