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Logic Explained Networks and Tsetlin Machines offer interpretable AI alternatives to black-box neural networks. LENs use First-Order Logic for deterministic explanations. Tsetlin Machines employ Tsetlin Automata in a game-theoretic framework to build logical rules. Both approaches face funding challenges but provide intrinsic explainability. UK startup Literal Labs commercializes Tsetlin Machines.
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