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- Choosing between KAN and MLP
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Classroom Contents
Kolmogorov-Arnold Networks: Understanding KAN Architecture and Comparison with MLPs
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- 1 - Intro
- 2 - MLPs vs KAN
- 3 - simple polynomials as Complex polynomials
- 4 - Toy Problem with KAN
- 5 - B-Splines
- 6 - KAN implementation Residual Activation Function
- 7 - Spline Grids and grid extension
- 8 - Fine grained training
- 9 - computational complexity
- 10 - Interpretability
- 11 - Experiments and results
- 12 - continual learning and catastrophic forgetting
- 13 - Choosing between KAN and MLP
