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A Novel Approach To Implementing Knowledge Distillation In Tsetlin Machines

  • The Tsetlin Machine (TM) is a propositional logic based model that uses conjunctive clauses to learn patterns from data.
  • A novel approach to implementing knowledge distillation in Tsetlin Machines is proposed.
  • Utilizing probability distributions of each output sample in the teacher provides additional context to the student model.
  • The proposed algorithm improves the performance of the student model without negatively impacting latency in image recognition and text classification.

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