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Thu 7:30 Projection-Free Optimization on Uniformly Convex Sets
Thomas Kerdreux · Alexandre d'Aspremont · Sebastian Pokutta
Tue 14:00 Differentiable Greedy Algorithm for Monotone Submodular Maximization: Guarantees, Gradient Estimators, and Applications
Shinsaku Sakaue
Tue 18:30 One-Round Communication Efficient Distributed M-Estimation
Yajie Bao · Weijia Xiong
Thu 7:30 CWY Parametrization: a Solution for Parallelized Optimization of Orthogonal and Stiefel Matrices
Valerii Likhosherstov · Jared Davis · Krzysztof Choromanski · Adrian Weller
Wed 12:45 Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors
Nikhil Mehta · Kevin Liang · Vinay Kumar Verma · Lawrence Carin Duke
Wed 12:45 A Fast and Robust Method for Global Topological Functional Optimization
Elchanan Solomon · Alexander Wagner · Paul Bendich
Tue 14:00 Alternating Direction Method of Multipliers for Quantization
Tianjian Huang · Prajwal Singhania · Maziar Sanjabi · Pabitra Mitra · Meisam Razaviyayn
Tue 18:30 On Projection Robust Optimal Transport: Sample Complexity and Model Misspecification
Tianyi Lin · Zeyu Zheng · Elynn Chen · Marco Cuturi · Michael Jordan
Wed 6:00 Kernel Distributionally Robust Optimization: Generalized Duality Theorem and Stochastic Approximation
Jia-Jie Zhu · Wittawat Jitkrittum · Moritz Diehl · Bernhard Schölkopf
Tue 18:30 On the Absence of Spurious Local Minima in Nonlinear Low-Rank Matrix Recovery Problems
Yingjie Bi · Javad Lavaei
Wed 6:00 On the convergence of the Metropolis algorithm with fixed-order updates for multivariate binary probability distributions
Kai Brügge · Asja Fischer · Christian Igel
Tue 14:00 SONIA: A Symmetric Blockwise Truncated Optimization Algorithm
Majid Jahani · MohammadReza Nazari · Rachael Tappenden · Albert Berahas · Martin Takac