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Poster
Tue 17:30 Non-asymptotic Analysis of Stochastic Methods for Non-Smooth Non-Convex Regularized Problems
Yi Xu · Rong Jin · Tianbao Yang
Poster
Wed 17:00 Poincaré Recurrence, Cycles and Spurious Equilibria in Gradient-Descent-Ascent for Non-Convex Non-Concave Zero-Sum Games
Emmanouil-Vasileios Vlatakis-Gkaragkounis · Lampros Flokas · Georgios Piliouras
Poster
Thu 17:00 Provable Non-linear Inductive Matrix Completion
Kai Zhong · Zhao Song · Prateek Jain · Inderjit Dhillon
Poster
Wed 10:45 Graph-Based Semi-Supervised Learning with Non-ignorable Non-response
Fan Zhou · Tengfei Li · Haibo Zhou · Hongtu Zhu · Ye Jieping
Poster
Tue 17:30 Learning Non-Convergent Non-Persistent Short-Run MCMC Toward Energy-Based Model
Erik Nijkamp · Mitch Hill · Song-Chun Zhu · Ying Nian Wu
Spotlight
Wed 16:15 Poincaré Recurrence, Cycles and Spurious Equilibria in Gradient-Descent-Ascent for Non-Convex Non-Concave Zero-Sum Games
Emmanouil-Vasileios Vlatakis-Gkaragkounis · Lampros Flokas · Georgios Piliouras
Poster
Thu 10:45 A Linearly Convergent Method for Non-Smooth Non-Convex Optimization on the Grassmannian with Applications to Robust Subspace and Dictionary Learning
Zhihui Zhu · Tianyu Ding · Daniel Robinson · Manolis Tsakiris · René Vidal
Poster
Tue 17:30 Efficiently escaping saddle points on manifolds
Christopher Criscitiello · Nicolas Boumal
Poster
Tue 17:30 On the Power and Limitations of Random Features for Understanding Neural Networks
Gilad Yehudai · Ohad Shamir
Poster
Thu 17:00 Globally Optimal Learning for Structured Elliptical Losses
Yoav Wald · Nofar Noy · Gal Elidan · Ami Wiesel
Spotlight
Tue 16:45 Complexity of Highly Parallel Non-Smooth Convex Optimization
Sebastien Bubeck · Qijia Jiang · Yin-Tat Lee · Yuanzhi Li · Aaron Sidford
Poster
Tue 17:30 On Lazy Training in Differentiable Programming
Lénaïc Chizat · Edouard Oyallon · Francis Bach