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Image Credit: Arxiv

Explaining, Fast and Slow: Abstraction and Refinement of Provable Explanations

  • Recent advancements have shown the possibility of obtaining explanations with formal guarantees for neural networks using verification techniques.
  • A novel abstraction-refinement technique has been proposed to efficiently compute provably sufficient explanations of neural network predictions.
  • The method involves abstracting the original neural network into a reduced network to speed up the verification process.
  • Experiments show that this approach improves the efficiency of obtaining provably sufficient explanations for neural network predictions.

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