The Relative Gaussian Mechanism and its Application to Private Gradient
DescentInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |
(S)GD over Diagonal Linear Networks: Implicit Regularisation, Large
Stepsizes and Edge of StabilityNeural Information Processing Systems (NeurIPS), 2023 |
Statistically Preconditioned Accelerated Gradient Method for Distributed
OptimizationInternational Conference on Machine Learning (ICML), 2020 |
Complexity of Highly Parallel Non-Smooth Convex OptimizationNeural Information Processing Systems (NeurIPS), 2019 |
Communication Efficient Distributed Optimization using an Approximate
Newton-type MethodInternational Conference on Machine Learning (ICML), 2013 |
Optimal Shrinkage of Eigenvalues in the Spiked Covariance ModelAnnals of Statistics (AoS), 2013 |
Comparison-Based Learning with Rank NetsInternational Conference on Machine Learning (ICML), 2012 |
Randomized Smoothing for Stochastic OptimizationSIAM Journal on Optimization (SIOPT), 2011 |