no code implementations • ICLR 2018 • Levent Sagun, Utku Evci, V. Ugur Guney, Yann Dauphin, Leon Bottou
In particular, we present a case that links the two observations: small and large batch gradient descent appear to converge to different basins of attraction but we show that they are in fact connected through their flat region and so belong to the same basin.
3 code implementations • 18 Apr 2017 • Matthew Dunn, Levent Sagun, Mike Higgins, V. Ugur Guney, Volkan Cirik, Kyunghyun Cho
We publicly release a new large-scale dataset, called SearchQA, for machine comprehension, or question-answering.
no code implementations • 20 Dec 2014 • Levent Sagun, V. Ugur Guney, Gerard Ben Arous, Yann Lecun
Finding minima of a real valued non-convex function over a high dimensional space is a major challenge in science.