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On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization.

, , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 244-253. PMLR, (2018)

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A combinatorial, primal-dual approach to semidefinite programs., and . STOC, page 227-236. ACM, (2007)Unique games on expanding constraint graphs are easy: extended abstract., , , , , and . STOC, page 21-28. ACM, (2008)On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization., , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 244-253. PMLR, (2018)Towards a Study of Low-Complexity Graphs., , and . ICALP (1), volume 5555 of Lecture Notes in Computer Science, page 119-131. Springer, (2009)Semidefinite Programming and Approximation Algorithms: A Survey.. SWAT, volume 6139 of Lecture Notes in Computer Science, page 25. Springer, (2010)A randomized online algorithm for bandwidth utilization., and . SODA, page 535-539. ACM/SIAM, (2002)O(sqrt(log(n)) Approximation to SPARSEST CUT in Õ(n2) Time., , and . SIAM J. Comput., 39 (5): 1748-1771 (2010)A Convergence Analysis of Gradient Descent for Deep Linear Neural Networks., , , and . ICLR (Poster), OpenReview.net, (2019)A Compressed Sensing View of Unsupervised Text Embeddings, Bag-of-n-Grams, and LSTMs., , , and . ICLR (Poster), OpenReview.net, (2018)Exploring complexity through reductions.. Computational Complexity Theory, volume 10 of IAS / Park City mathematics series, AMS Chelsea Publishing, (2004)