← Authors

Alexandre d’Aspremont

11 papers · 2013–2025 · 3 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (5) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🗺️ Taxonomy Completionist (12) 🌍 Conference Polyglot (3) 🏃 Academic Marathon (12) 🏆 Keyword Champion (2) 💎 Century Club (11) 🚀 Conference Pioneer

Conferences

AISTATS (7) ICML (3) COLT (1)

Top co-authors

Thomas Kerdreux (3) Sebastian Pokutta (2) Marco Cuturi (2) Fabian Pedregosa (1) Gabriel Belouze (1) Fabian Gieseke (1) Armin Askari (1) François-Pierre Paty (1) Mathieu Barré (1) Martin Schwartz (1)

Research topics

Optimization (1)

Keywords

frank-wolfe algorithm (3) conditional gradient (2) convex optimization (2) semidefinite programming (2) sublinear convergence (2) feature selection (1) gradient descent (1) text classification (1) maximum likelihood (1) empirical risk minimization (1) independent component analysis (1) overcomplete representation (1) convex loss (1) strong convexity (1) strongly convex optimization (1) constrained optimization (1) accelerated gradient (1) linear convergence (1) projected gradient descent (1) optimal transport (1)

Papers

DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications ICML 2025
Projection-Free Optimization on Uniformly Convex Sets AISTATS 2021
Naive Feature Selection: Sparsity in Naive Bayes AISTATS 2020
Screening Data Points in Empirical Risk Minimization via Ellipsoidal Regions and Safe Loss Functions AISTATS 2020
Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport AISTATS 2020
Complexity Guarantees for Polyak Steps with Momentum COLT 2020
Overcomplete Independent Component Analysis via SDP AISTATS 2019
Restarting Frank-Wolfe AISTATS 2019
Nonlinear Acceleration of Primal-Dual Algorithms AISTATS 2019
Frank-Wolfe with Subsampling Oracle ICML 2018
Mean Reversion with a Variance Threshold ICML 2013