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Fine-Grained Analysis of Optimization and Generalization for Overparameterized Two-Layer Neural Networks.

, , , , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 322-332. PMLR, (2019)

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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)Unique games on expanding constraint graphs are easy: extended abstract., , , , , and . STOC, page 21-28. ACM, (2008)A combinatorial, primal-dual approach to semidefinite programs., and . STOC, page 227-236. ACM, (2007)Improved Algorithms for Unique Games via Divide and Conquer., , , and . Electron. Colloquium Comput. Complex., (2010)Unlearning via Sparse Representations., , , , , , , and . CoRR, (2023)On the SDEs and Scaling Rules for Adaptive Gradient Algorithms., , , and . NeurIPS, (2022)A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks., , and . ICLR, OpenReview.net, (2021)A Sample Complexity Separation between Non-Convex and Convex Meta-Learning., , , and . ICML, volume 119 of Proceedings of Machine Learning Research, page 8512-8521. PMLR, (2020)A Compressed Sensing View of Unsupervised Text Embeddings, Bag-of-n-Grams, and LSTMs., , , and . ICLR (Poster), OpenReview.net, (2018)Semidefinite Programming and Approximation Algorithms: A Survey.. SWAT, volume 6139 of Lecture Notes in Computer Science, page 25. Springer, (2010)