Project-Team Sierra
Team, Visitors, External Collaborators
Overall Objectives
Statement
Research Program
Supervised Learning
Unsupervised Learning
Parsimony
Optimization
Application Domains
Applications for Machine Learning
Highlights of the Year
New Software and Platforms
ProxASAGA
object-states-action
New Results
Fast Gradient Methods for Symmetric Nonnegative Matrix Factorization.
Naive Feature Selection: Sparsity in Naive Bayes.
Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport.
Ranking and synchronization from pairwise measurements via SVD.
Polyak Steps for Adaptive Fast Gradient Methods.
An Accelerated Decentralized Stochastic Proximal Algorithm for Finite Sums.
On Lazy Training in Differentiable Programming.
Implicit Regularization of Discrete Gradient Dynamics in Linear Neural Networks.
Efficient Primal-Dual Algorithms for Large-Scale Multiclass Classification.
Fast and Faster Convergence of SGD for Over-Parameterized Models (and an Accelerated Perceptron).
Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant Losses.
Efficient online learning with kernels for adversarial large scale problems
Affine Invariant Covariance Estimation for Heavy-Tailed Distributions
Beyond Least-Squares: Fast Rates for Regularized Empirical Risk Minimization through Self-Concordance
Statistical Estimation of the Poincaré constant and Application to Sampling Multimodal Distributions
Stochastic first-order methods: non-asymptotic and computer-aided analyses via potential functions
Optimal Complexity and Certification of Bregman First-Order Methods
Efficient First-order Methods for Convex Minimization: a Constructive Approach
Bilateral Contracts and Grants with Industry
Bilateral Contracts with Industry
Bilateral Grants with Industry
Partnerships and Cooperations
National Initiatives
European Initiatives
International Research Visitors
Dissemination
Promoting Scientific Activities
Teaching - Supervision - Juries
Popularization
Bibliography
Publications of the year
Inria
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Raweb 2019
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Presentation of the Project-Team SIERRA
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SIERRA Web Site
PDF
e-Pub
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Section: Highlights of the Year
Highlights of the Year
Awards
Damien Scieur, Prix de thèse PSL-ADELI
Francis Bach, Prix Jean-Jacques Moreau
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