Robust algorithms for learning from modern data

Publications

Conference proceedings (11)

Relating Leverage Scores and Density using Regularized Christoffel Functions

Author(s): Pauwels , Edouard; Bach , Francis; Vert , Jean-Philippe
Published in: Advances in NIPS, 2018

Statistical Optimality of Stochastic Gradient Descent on Hard Learning Problems through Multiple Passes

Author(s): Loucas Pillaud-Vivien, Alessandro Rudi, Francis Bach
Published in: Advances in Neural Information Processing Systems (NIPS), 2018

On Fast Leverage Score Sampling and Optimal Learning

Author(s): Rudi , Alessandro; Calandriello , Daniele; Carratino , Luigi; Rosasco , Lorenzo
Published in: Advances in NIPS, Issue 28, 2018

Exponential convergence of testing error for stochastic gradient methods

Author(s): Pillaud-Vivien, Loucas; Rudi, Alessandro; Bach, Francis
Published in: Proceedings of COLT, Issue 5, 2018

On the Global Convergence of Gradient Descent for Over-parameterized Models using Optimal Transport

Author(s): Chizat , Lenaic; Bach , Francis
Published in: Advances in NIPS, Issue 1, 2018

Stochastic first-order methods: non-asymptotic and computer-aided analyses via potential functions

Author(s): Adrien Taylor, Francis Bach
Published in: Proceedings COLT, 2019

Affine Invariant Covariance Estimation for Heavy-Tailed Distributions

Author(s): Ostrovskii, Dmitrii; Rudi, Alessandro
Published in: COLT 2019 - 32nd Annual Conference on Learning Theory, Issue 5, 2019

An accelerated decentralized stochastic proximal algorithm for finite Sums

Author(s): Hadrien Hendrikx, Francis Bach, Laurent Massoulié
Published in: Advances in Neural Information Processing Systems (NeurIPS), 2019

On the Global Convergence of Gradient Descent for Over-parameterized Models using Optimal Transport

Author(s): Chizat , Lenaic; Bach , Francis
Published in: Advances in Neural Information Processing Systems (NIPS), Issue 2, 2018

Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant Losses

Author(s): Marteau-Ferey, Ulysse; Bach, Francis; Rudi, Alessandro
Published in: Advances in Neural Information Processing Systems (NeurIPS), 2019

On Lazy Training in Differentiable Programming

Author(s): Chizat, Lenaic; Oyallon, Edouard; Bach, Francis
Published in: NeurIPS 2019 - 33rd Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada, Issue 15, 2019

Peer reviewed articles (1)

Efficient first-order methods for convex minimization: a constructive approach

Author(s): Yoel Drori, Adrien B. Taylor
Published in: Mathematical Programming, 2018, ISSN 0025-5610
DOI: 10.1007/s10107-019-01410-2