← Search

Zaccharie Ramzi

2 accepted papers

2022

Benchopt: Reproducible, efficient and collaborative optimization benchmarks

NeurIPS 2022accept

Numerical validation is at the core of machine learning research as it allows us to assess the actual impact of new methods, and to confirm the agreement between theory and practice. Yet, the rapid development of the field poses several challenges: researchers are confronted with a profusion of meth…

2022

SHINE: SHaring the INverse Estimate from the forward pass for bi-level optimization and implicit models

ICLR 2022spotlight

In recent years, implicit deep learning has emerged as a method to increase the depth of deep neural networks. While their training is memory-efficient, they are still significantly slower to train than their explicit counterparts. In Deep Equilibrium Models~(DEQs), the training is performed as a bi…

Cited by 35SourcePDFScholar