Guarantees

Towards generalization guarantees for SGD: Data-dependent PAC-Bayes priors

Gabriel Arpino, Daniel M. Roy, Gintare Karolina Dziugaite

Workshop at the Neural Information Processing Systems (NeurIPS), 2019.

An escape-time analysis of SGD

Mufan Li, Gintare Karolina Dziugaite, Philippe Casgrain

Women in Machine Learning (WiML), 2018.

Tighter Nonvacuous PAC-Bayes Bounds: Beyond Stability of SGD

Gabriel Arpino, Gintare Karolina Dziugaite, Daniel M. Roy

Workshop at the Neural Information Processing Systems (NeurIPS), 2018.