DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications. - Fayad, Ibrahim; Zimmer, Max; Schwartz, Martin; Ciais, Philippe; Gieseke, Fabian; Belouze, Gabriel; Brood, Sarah; Truchis, Aurélien de; d'Aspremont, Alexandre (CoRR, 2025)

Naive Feature Selection: A Nearly Tight Convex Relaxation for Sparse Naive Bayes. - Askari, Armin; d'Aspremont, Alexandre; Ghaoui, Laurent El (Math. Oper. Res., 2024)

Optimal Algorithms for Stochastic Complementary Composite Minimization. - d'Aspremont, Alexandre; Guzmán, Cristóbal; Lezane, Clément (SIAM J. Optim., 2024)

Modeling Methane Intensity of Oil and Gas Upstream Activities by Production Profile. - Peyle, Quentin; Rejeb-Mzah, Imene Ben; Piofret, Baptiste; Benoit, Antoine; d'Aspremont, Alexandre; Yaalaoui, Adil El (CoRR, 2024)

Open-Canopy: A Country-Scale Benchmark for Canopy Height Estimation at Very High Resolution. - Fogel, Fajwel; Perron, Yohann; Besic, Nikola; Saint-André, Laurent; Pellissier-Tanon, Agnès; Schwartz, Martin; Boudras, Thomas; Fayad, Ibrahim; d'Aspremont, Alexandre; Landrieu, Loïc; Ciais, Philippe (CoRR, 2024)

Stable Bounds on the Duality Gap of Separable Nonconvex Optimization Problems. - Kerdreux, Thomas; Colin, Igor; d'Aspremont, Alexandre (Math. Oper. Res., 2023)

Nonlinear acceleration of momentum and primal-dual algorithms. - Bollapragada, Raghu; Scieur, Damien; d'Aspremont, Alexandre (Math. Program., 2023)

Vision Transformers, a new approach for high-resolution and large-scale mapping of canopy heights. - Fayad, Ibrahim; Ciais, Philippe; Schwartz, Martin; Wigneron, Jean-Pierre; Baghdadi, Nicolas N.; Truchis, Aurélien de; d'Aspremont, Alexandre; Frappart, Frédéric; Saatchi, Sassan; Pellissier-Tanon, Agnès; Bazzi, Hassan (CoRR, 2023)

Restarting Frank-Wolfe: Faster Rates under Hölderian Error Bounds. - Kerdreux, Thomas; d'Aspremont, Alexandre; Pokutta, Sebastian (J. Optim. Theory Appl., 2022)

Optimal complexity and certification of Bregman first-order methods. - Dragomir, Radu-Alexandru; Taylor, Adrien B.; d'Aspremont, Alexandre; Bolte, Jérôme (Math. Program., 2022)

Approximation Bounds for Sparse Programs. - Askari, Armin; d'Aspremont, Alexandre; Ghaoui, Laurent El (SIAM J. Math. Data Sci., 2022)

Convergence of a Constrained Vector Extrapolation Scheme. - Barré, Mathieu; Taylor, Adrien B.; d'Aspremont, Alexandre (SIAM J. Math. Data Sci., 2022)

Optimal Algorithms for Stochastic Complementary Composite Minimization. - d'Aspremont, Alexandre; Guzmán, Cristóbal; Lezane, Clément (CoRR, 2022)

Detecting Methane Plumes using PRISMA: Deep Learning Model and Data Augmentation. - Groshenry, Alexis; Giron, Clément; Lauvaux, Thomas; d'Aspremont, Alexandre; Ehret, Thibaud (CoRR, 2022)

Acceleration Methods. - d'Aspremont, Alexandre; Scieur, Damien; Taylor, Adrien B. (Found. Trends Optim., 2021)

Ranking and synchronization from pairwise measurements via SVD. - d'Aspremont, Alexandre; Cucuringu, Mihai; Tyagi, Hemant (J. Mach. Learn. Res., 2021)

Linear Bandits on Uniformly Convex Sets. - Kerdreux, Thomas; Roux, Christophe; d'Aspremont, Alexandre; Pokutta, Sebastian (J. Mach. Learn. Res., 2021)

Quartic First-Order Methods for Low-Rank Minimization. - Dragomir, Radu-Alexandru; d'Aspremont, Alexandre; Bolte, Jérôme (J. Optim. Theory Appl., 2021)

FANOK: Knockoffs in Linear Time. - Askari, Armin; Rebjock, Quentin; d'Aspremont, Alexandre; Ghaoui, Laurent El (SIAM J. Math. Data Sci., 2021)

Projection-Free Optimization on Uniformly Convex Sets. - Kerdreux, Thomas; d'Aspremont, Alexandre; Pokutta, Sebastian (2021)

A Trainable Optimal Transport Embedding for Feature Aggregation and its Relationship to Attention. - Mialon, Grégoire; Chen, Dexiong; d'Aspremont, Alexandre; Mairal, Julien (2021)

Acceleration Methods. - d'Aspremont, Alexandre; Scieur, Damien; Taylor, Adrien B. (CoRR, 2021)

Local and Global Uniform Convexity Conditions. - Kerdreux, Thomas; d'Aspremont, Alexandre; Pokutta, Sebastian (CoRR, 2021)

Linear Bandits on Uniformly Convex Sets. - Kerdreux, Thomas; Roux, Christophe; d'Aspremont, Alexandre; Pokutta, Sebastian (CoRR, 2021)

Regularized nonlinear acceleration. - Scieur, Damien; d'Aspremont, Alexandre; Bach, Francis R. (Math. Program., 2020)

Sharpness, Restart, and Acceleration. - Roulet, Vincent; d'Aspremont, Alexandre (SIAM J. Optim., 2020)

Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport. - Paty, François-Pierre; d'Aspremont, Alexandre; Cuturi, Marco (2020)

Naive Feature Selection: Sparsity in Naive Bayes. - Askari, Armin; d'Aspremont, Alexandre; Ghaoui, Laurent El (2020)

Screening Data Points in Empirical Risk Minimization via Ellipsoidal Regions and Safe Loss Functions. - Mialon, Grégoire; Mairal, Julien; d'Aspremont, Alexandre (2020)

Complexity Guarantees for Polyak Steps with Momentum. - Barré, Mathieu; Taylor, Adrien B.; d'Aspremont, Alexandre (2020)

Complexity Guarantees for Polyak Steps with Momentum. - Barré, Mathieu; Taylor, Adrien B.; d'Aspremont, Alexandre (CoRR, 2020)

Global Convergence of Frank Wolfe on One Hidden Layer Networks. - d'Aspremont, Alexandre; Pilanci, Mert (CoRR, 2020)

FANOK: Knockoffs in Linear Time. - Askari, Armin; Rebjock, Quentin; d'Aspremont, Alexandre; Ghaoui, Laurent El (CoRR, 2020)

An Optimal Transport Kernel for Feature Aggregation and its Relationship to Attention. - Mialon, Grégoire; Chen, Dexiong; d'Aspremont, Alexandre; Mairal, Julien (CoRR, 2020)

Averaging Atmospheric Gas Concentration Data using Wasserstein Barycenters. - Barré, Mathieu; Giron, Clément; Mazzolini, Matthieu; d'Aspremont, Alexandre (CoRR, 2020)

Convergence of Constrained Anderson Acceleration. - Barré, Mathieu; Taylor, Adrien B.; d'Aspremont, Alexandre (CoRR, 2020)

A Bregman Method for Structure Learning on Sparse Directed Acyclic Graphs. - Romain, Manon; d'Aspremont, Alexandre (CoRR, 2020)

Nonlinear Acceleration of Primal-Dual Algorithms. - Bollapragada, Raghu; Scieur, Damien; d'Aspremont, Alexandre (2019)

Restarting Frank-Wolfe. - Kerdreux, Thomas; d'Aspremont, Alexandre; Pokutta, Sebastian (2019)

Overcomplete Independent Component Analysis via SDP. - Podosinnikova, Anastasia; Perry, Amelia; Wein, Alexander S.; Bach, Francis R.; d'Aspremont, Alexandre; Sontag, David A. (2019)

Overcomplete Independent Component Analysis via SDP. - Podosinnikova, Anastasia; Perry, Amelia; Wein, Alexander S.; Bach, Francis R.; d'Aspremont, Alexandre; Sontag, David A. (CoRR, 2019)

Naive Feature Selection: Sparsity in Naive Bayes. - Askari, Armin; d'Aspremont, Alexandre; Ghaoui, Laurent El (CoRR, 2019)

Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport. - Paty, François-Pierre; d'Aspremont, Alexandre; Cuturi, Marco (CoRR, 2019)

Ranking and synchronization from pairwise measurements via SVD. - d'Aspremont, Alexandre; Cucuringu, Mihai; Tyagi, Hemant (CoRR, 2019)

Optimal Complexity and Certification of Bregman First-Order Methods. - Dragomir, Radu-Alexandru; Taylor, Adrien B.; d'Aspremont, Alexandre; Bolte, Jérôme (CoRR, 2019)

Screening Data Points in Empirical Risk Minimization via Ellipsoidal Regions and Safe Loss Function. - Mialon, Grégoire; d'Aspremont, Alexandre; Mairal, Julien (CoRR, 2019)

Optimal Affine-Invariant Smooth Minimization Algorithms. - d'Aspremont, Alexandre; Guzmán, Cristóbal; Jaggi, Martin (SIAM J. Optim., 2018)

Nonlinear Acceleration of CNNs. - Scieur, Damien; Oyallon, Edouard; d'Aspremont, Alexandre; Bach, Francis R. (2018)

Frank-Wolfe with Subsampling Oracle. - Kerdreux, Thomas; Pedregosa, Fabian; d'Aspremont, Alexandre (2018)

Frank-Wolfe with Subsampling Oracle. - Kerdreux, Thomas; Pedregosa, Fabian; d'Aspremont, Alexandre (CoRR, 2018)

Nonlinear Acceleration of Deep Neural Networks. - Scieur, Damien; Oyallon, Edouard; d'Aspremont, Alexandre; Bach, Francis R. (CoRR, 2018)

Nonlinear Acceleration of CNNs. - Scieur, Damien; Oyallon, Edouard; d'Aspremont, Alexandre; Bach, Francis R. (CoRR, 2018)

Reconstructing Latent Orderings by Spectral Clustering. - Recanati, Antoine; Kerdreux, Thomas; d'Aspremont, Alexandre (CoRR, 2018)

A spectral algorithm for fast de novo layout of uncorrected long nanopore reads. - Recanati, Antoine; Brüls, Thomas; d'Aspremont, Alexandre (Bioinform., 2017)

Integration Methods and Optimization Algorithms. - Scieur, Damien; Roulet, Vincent; Bach, Francis R.; d'Aspremont, Alexandre (2017)

Sharpness, Restart and Acceleration. - Roulet, Vincent; d'Aspremont, Alexandre (2017)

Nonlinear Acceleration of Stochastic Algorithms. - Scieur, Damien; Bach, Francis R.; d'Aspremont, Alexandre (2017)

Spectral Ranking using Seriation. - Fogel, Fajwel; d'Aspremont, Alexandre; Vojnovic, Milan (J. Mach. Learn. Res., 2016)

Phase retrieval for imaging problems. - Fogel, Fajwel; Waldspurger, Irène; d'Aspremont, Alexandre (Math. Program. Comput., 2016)

Regularized Nonlinear Acceleration. - Scieur, Damien; d'Aspremont, Alexandre; Bach, Francis R. (2016)

Phase recovery, MaxCut and complex semidefinite programming. - Waldspurger, Irène; d'Aspremont, Alexandre; Mallat, Stéphane (Math. Program., 2015)

Convex Relaxations for Permutation Problems. - Fogel, Fajwel; Jenatton, Rodolphe; Bach, Francis R.; d'Aspremont, Alexandre (SIAM J. Matrix Anal. Appl., 2015)

Supervised Clustering in the Data Cube. - Roulet, Vincent; Fogel, Fajwel; d'Aspremont, Alexandre; Bach, Francis R. (CoRR, 2015)

Approximation bounds for sparse principal component analysis. - d'Aspremont, Alexandre; Bach, Francis R.; Ghaoui, Laurent El (Math. Program., 2014)

A Stochastic Smoothing Algorithm for Semidefinite Programming. - d'Aspremont, Alexandre; Karoui, Noureddine El (SIAM J. Optim., 2014)

SerialRank: Spectral Ranking using Seriation. - Fogel, Fajwel; d'Aspremont, Alexandre; Vojnovic, Milan (2014)

On Learning Matrices with Orthogonal Columns or Disjoint Supports. - Vervier, Kevin; Mahé, Pierre; d'Aspremont, Alexandre; Veyrieras, Jean-Baptiste; Vert, Jean-Philippe (2014)

Spectral Ranking using Seriation. - Fogel, Fajwel; d'Aspremont, Alexandre; Vojnovic, Milan (CoRR, 2014)

Weak Recovery Conditions from Graph Partitioning Bounds and Order Statistics. - d'Aspremont, Alexandre; Karoui, Noureddine El (Math. Oper. Res., 2013)

Mean Reversion with a Variance Threshold. - Cuturi, Marco; d'Aspremont, Alexandre (2013)

Convex Relaxations for Permutation Problems. - Fogel, Fajwel; Jenatton, Rodolphe; Bach, Francis R.; d'Aspremont, Alexandre (2013)

Preface. - d'Aspremont, Alexandre; Bach, Francis R.; Dhillon, Inderjit S.; Yu, Bin (Math. Program., 2011)

Testing the nullspace property using semidefinite programming. - d'Aspremont, Alexandre; Ghaoui, Laurent El (Math. Program., 2011)

Convex Relaxations for Subset Selection - Bach, Francis R.; Ahipasaoglu, Selin Damla; d'Aspremont, Alexandre (CoRR, 2010)

Support vector machine classification with indefinite kernels. - Luss, Ronny; d'Aspremont, Alexandre (Math. Program. Comput., 2009)

White Functionals for Anomaly Detection in Dynamical Systems. - Cuturi, Marco; Vert, Jean-Philippe; d'Aspremont, Alexandre (2009)

Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data. - Banerjee, Onureena; Ghaoui, Laurent El; d'Aspremont, Alexandre (J. Mach. Learn. Res., 2008)

Optimal Solutions for Sparse Principal Component Analysis. - d'Aspremont, Alexandre; Bach, Francis R.; Ghaoui, Laurent El (J. Mach. Learn. Res., 2008)

Smooth Optimization with Approximate Gradient. - d'Aspremont, Alexandre (SIAM J. Optim., 2008)

First-Order Methods for Sparse Covariance Selection. - d'Aspremont, Alexandre; Banerjee, Onureena; Ghaoui, Laurent El (SIAM J. Matrix Anal. Appl., 2008)

Support Vector Machine Classification with Indefinite Kernels - Luss, Ronny; d'Aspremont, Alexandre (CoRR, 2008)

A Cutting Plane Method for Multiple Kernel Learning - Luss, Ronny; d'Aspremont, Alexandre (CoRR, 2008)

A Direct Formulation for Sparse PCA Using Semidefinite Programming. - d'Aspremont, Alexandre; Ghaoui, Laurent El; Jordan, Michael I.; Lanckriet, Gert R. G. (SIAM Rev., 2007)

Full regularization path for sparse principal component analysis. - d'Aspremont, Alexandre; Bach, Francis R.; Ghaoui, Laurent El (2007)

Support Vector Machine Classification with Indefinite Kernels. - Luss, Ronny; d'Aspremont, Alexandre (2007)

A Semidefinite Relaxation for Air Traffic Flow Scheduling. - d'Aspremont, Alexandre; Ghaoui, Laurent El (2007)

Clustering and Feature Selection using Sparse Principal Component Analysis - Luss, Ronny; d'Aspremont, Alexandre (CoRR, 2007)

Model Selection Through Sparse Maximum Likelihood Estimation - Banerjee, Onureena; Ghaoui, Laurent El; d'Aspremont, Alexandre (CoRR, 2007)

Optimal Solutions for Sparse Principal Component Analysis - d'Aspremont, Alexandre; Bach, Francis R.; Ghaoui, Laurent El (CoRR, 2007)

Identifying Small Mean Reverting Portfolios - d'Aspremont, Alexandre (CoRR, 2007)

Static arbitrage bounds on basket option prices. - d'Aspremont, Alexandre; Ghaoui, Laurent El (Math. Program., 2006)

Convex optimization techniques for fitting sparse Gaussian graphical models. - Banerjee, Onureena; Ghaoui, Laurent El; d'Aspremont, Alexandre; Natsoulis, Georges (2006)

Optimal path planning for air traffic flow management under stochastic weather and capacity constraints. - d'Aspremont, Alexandre; Sohier, Devan; Nilim, Arnab; Ghaoui, Laurent El; Duong, Vu (2006)

Reallocation time calculation according to slot occupation rate. - Ferchaud, Frédéric; d'Aspremont, Alexandre (2006)

A Semidefinite Relaxation for Air Traffic Flow Scheduling - d'Aspremont, Alexandre; Ghaoui, Laurent El (CoRR, 2006)

Sparse Covariance Selection via Robust Maximum Likelihood Estimation - Banerjee, Onureena; d'Aspremont, Alexandre; Ghaoui, Laurent El (CoRR, 2005)

A Market Test for the Positivity of Arrow-Debreu Prices - d'Aspremont, Alexandre (CoRR, 2005)

A Direct Formulation for Sparse PCA Using Semidefinite Programming. - d'Aspremont, Alexandre; Ghaoui, Laurent El; Jordan, Michael I.; Lanckriet, Gert R. G. (2004)

A direct formulation for sparse PCA using semidefinite programming - d'Aspremont, Alexandre; Ghaoui, Laurent El; Jordan, Michael I.; Lanckriet, Gert R. G. (CoRR, 2004)

Static versus Dynamic Arbitrage Bounds on Multivariate Option Prices - d'Aspremont, Alexandre (CoRR, 2004)

A semidefinite representation for some minimum cardinality problems. - d'Aspremont, Alexandre (2003)

Interest Rate Model Calibration Using Semidefinite Programming - d'Aspremont, Alexandre (CoRR, 2003)

Risk-Management Methods for the Libor Market Model Using Semidefinite Programming - d'Aspremont, Alexandre (CoRR, 2003)