Chapter 3

Neural Networks

Neural Networks have a reputation for not being inherently interpretable. We document a few attempts to make them more interpretable through the addition of specific layers.

• 1. Prototype-Based Neural Networks (ProtoPNet)→
• 2. Monotonic Neural Networks (MonoNet)→
• 3. Kolmogorov-Arnold Networks (KAN)→