“Mad Max: Affine Spline Insights into Deep Learning"
Frontiers of Deep Learning Workshop, Simons Institute
16 July 2019
References:
- “A Spline Theory of Deep Networks,” ICML 2018
- “Mad Max: Affine Spline Insights into Deep Learning,” arxiv.org/abs/1805.06576, 2018
- “From Hard to Soft: Understanding Deep Network Nonlinearities…,” ICLR 2019
- “A Max-Affine Spline Perspective of RNNs,” ICLR 2019
- “A Hessian Based Complexity Measure for Deep Networks,” arxiv.org/abs/1905.11639, 2019
Co-authors: Randall Balestriero, Jack Wang, Hamid Javadi
An alternative presentation at the Alan Turing Institute, May 2019 (Get your SPARFA merchandise here!)