Differentiable-Programming

Learning Fuzzy Logic: Automatic Rule Discovery Through Differentiable Circuits

Learning fuzzy membership functions and inference rules automatically through gradient descent on soft circuits, instead of hand-crafting them.

Fuzzy Soft Circuits: Learning Fuzzy Rules from Data

What if fuzzy logic systems could discover their own rules? An interactive demo of differentiable fuzzy circuits that learn membership functions, rule structure, and rule existence, all via gradient descent.

Automatic Fuzzy Rule Discovery Through Differentiable Soft Circuits