Alexandre d'Aspremont

108 papers A* 7A 7Journal 78Unranked 16

Year	Rank	Type	Title / Venue / Authors
2025	A*	`conf`	DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications. ICML Ibrahim Fayad, Max Zimmer, Martin Schwartz, Fabian Gieseke, Philippe Ciais, Gabriel Belouze, Sarah Brood, Aurélien de Truchis, Alexandre d'Aspremont
2025	J	`jnl`	DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications. CoRR Ibrahim Fayad, Max Zimmer, Martin Schwartz, Philippe Ciais, Fabian Gieseke, Gabriel Belouze, Sarah Brood, Aurélien de Truchis, Alexandre d'Aspremont
2025	J	`jnl`	Don't Be Greedy, Just Relax! Pruning LLMs via Frank-Wolfe. CoRR Christophe Roux, Max Zimmer, Alexandre d'Aspremont, Sebastian Pokutta
2025	J	`jnl`	FORMSpoT: A Decade of Tree-Level, Country-Scale Forest Monitoring. CoRR Martin Schwartz, Fajwel Fogel, Nikola Besic, Damien Robert, Louis Geist, Jean-Pierre Renaud, Jean-Matthieu Monnet, Clemens Mosig, Cédric Véga, Alexandre d'Aspremont, Loïc Landrieu, Philippe Ciais
2025	J	`jnl`	Iteratively reweighted least squares for phase unwrapping. Optim. Methods Softw. Benjamin Dubois-Taine, Roland Akiki, Alexandre d'Aspremont
2025	A*	`conf`	Open-Canopy: Towards Very High Resolution Forest Monitoring. CVPR Fajwel Fogel, Yohann Perron, Nikola Besic, Laurent Saint-André, Agnès Pellissier-Tanon, Martin Schwartz, Thomas Boudras, Ibrahim Fayad, Alexandre d'Aspremont, Loïc Landrieu, Philippe Ciais
2024	J	`jnl`	Modeling Methane Intensity of Oil and Gas Upstream Activities by Production Profile. CoRR Quentin Peyle, Imene Ben Rejeb-Mzah, Baptiste Piofret, Antoine Benoit, Alexandre d'Aspremont, Adil El Yaalaoui
2024	J	`jnl`	Naive Feature Selection: A Nearly Tight Convex Relaxation for Sparse Naive Bayes. Math. Oper. Res. Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui
2024	J	`jnl`	Open-Canopy: A Country-Scale Benchmark for Canopy Height Estimation at Very High Resolution. CoRR Fajwel Fogel, Yohann Perron, Nikola Besic, Laurent Saint-André, Agnès Pellissier-Tanon, Martin Schwartz, Thomas Boudras, Ibrahim Fayad, Alexandre d'Aspremont, Loïc Landrieu, Philippe Ciais
2024	J	`jnl`	Optimal Algorithms for Stochastic Complementary Composite Minimization. SIAM J. Optim. Alexandre d'Aspremont, Cristóbal Guzmán, Clément Lezane
2023	J	`jnl`	Nonlinear acceleration of momentum and primal-dual algorithms. Math. Program. Raghu Bollapragada, Damien Scieur, Alexandre d'Aspremont
2023	J	`jnl`	Stable Bounds on the Duality Gap of Separable Nonconvex Optimization Problems. Math. Oper. Res. Thomas Kerdreux, Igor Colin, Alexandre d'Aspremont
2023	J	`jnl`	Vision Transformers, a new approach for high-resolution and large-scale mapping of canopy heights. CoRR Ibrahim Fayad, Philippe Ciais, Martin Schwartz, Jean-Pierre Wigneron, Nicolas N. Baghdadi, Aurélien de Truchis, Alexandre d'Aspremont, Frédéric Frappart, Sassan Saatchi, Agnès Pellissier-Tanon, Hassan Bazzi
2022	J	`jnl`	Approximation Bounds for Sparse Programs. SIAM J. Math. Data Sci. Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui
2022	J	`jnl`	Convergence of a Constrained Vector Extrapolation Scheme. SIAM J. Math. Data Sci. Mathieu Barré, Adrien B. Taylor, Alexandre d'Aspremont
2022	J	`jnl`	Detecting Methane Plumes using PRISMA: Deep Learning Model and Data Augmentation. CoRR Alexis Groshenry, Clément Giron, Thomas Lauvaux, Alexandre d'Aspremont, Thibaud Ehret
2022	J	`jnl`	Optimal Algorithms for Stochastic Complementary Composite Minimization. CoRR Alexandre d'Aspremont, Cristóbal Guzmán, Clément Lezane
2022	J	`jnl`	Optimal complexity and certification of Bregman first-order methods. Math. Program. Radu-Alexandru Dragomir, Adrien B. Taylor, Alexandre d'Aspremont, Jérôme Bolte
2022	J	`jnl`	Restarting Frank-Wolfe: Faster Rates under Hölderian Error Bounds. J. Optim. Theory Appl. Thomas Kerdreux, Alexandre d'Aspremont, Sebastian Pokutta
2021	A*	`conf`	A Trainable Optimal Transport Embedding for Feature Aggregation and its Relationship to Attention. ICLR Grégoire Mialon, Dexiong Chen, Alexandre d'Aspremont, Julien Mairal
2021	J	`jnl`	Acceleration Methods. CoRR Alexandre d'Aspremont, Damien Scieur, Adrien B. Taylor
2021	J	`jnl`	Acceleration Methods. Found. Trends Optim. Alexandre d'Aspremont, Damien Scieur, Adrien B. Taylor
2021	J	`jnl`	FANOK: Knockoffs in Linear Time. SIAM J. Math. Data Sci. Armin Askari, Quentin Rebjock, Alexandre d'Aspremont, Laurent El Ghaoui
2021	J	`jnl`	Linear Bandits on Uniformly Convex Sets. CoRR Thomas Kerdreux, Christophe Roux, Alexandre d'Aspremont, Sebastian Pokutta
2021	J	`jnl`	Linear Bandits on Uniformly Convex Sets. J. Mach. Learn. Res. Thomas Kerdreux, Christophe Roux, Alexandre d'Aspremont, Sebastian Pokutta
2021	J	`jnl`	Local and Global Uniform Convexity Conditions. CoRR Thomas Kerdreux, Alexandre d'Aspremont, Sebastian Pokutta
2021	A	`conf`	Projection-Free Optimization on Uniformly Convex Sets. AISTATS Thomas Kerdreux, Alexandre d'Aspremont, Sebastian Pokutta
2021	J	`jnl`	Quartic First-Order Methods for Low-Rank Minimization. J. Optim. Theory Appl. Radu-Alexandru Dragomir, Alexandre d'Aspremont, Jérôme Bolte
2021	J	`jnl`	Ranking and synchronization from pairwise measurements via SVD. J. Mach. Learn. Res. Alexandre d'Aspremont, Mihai Cucuringu, Hemant Tyagi
2020	J	`jnl`	A Bregman Method for Structure Learning on Sparse Directed Acyclic Graphs. CoRR Manon Romain, Alexandre d'Aspremont
2020	J	`jnl`	An Optimal Transport Kernel for Feature Aggregation and its Relationship to Attention. CoRR Grégoire Mialon, Dexiong Chen, Alexandre d'Aspremont, Julien Mairal
2020	J	`jnl`	Averaging Atmospheric Gas Concentration Data using Wasserstein Barycenters. CoRR Mathieu Barré, Clément Giron, Matthieu Mazzolini, Alexandre d'Aspremont
2020	A*	`conf`	Complexity Guarantees for Polyak Steps with Momentum. COLT Mathieu Barré, Adrien B. Taylor, Alexandre d'Aspremont
2020	J	`jnl`	Complexity Guarantees for Polyak Steps with Momentum. CoRR Mathieu Barré, Adrien B. Taylor, Alexandre d'Aspremont
2020	J	`jnl`	Convergence of Constrained Anderson Acceleration. CoRR Mathieu Barré, Adrien B. Taylor, Alexandre d'Aspremont
2020	J	`jnl`	FANOK: Knockoffs in Linear Time. CoRR Armin Askari, Quentin Rebjock, Alexandre d'Aspremont, Laurent El Ghaoui
2020	J	`jnl`	Global Convergence of Frank Wolfe on One Hidden Layer Networks. CoRR Alexandre d'Aspremont, Mert Pilanci
2020	A	`conf`	Naive Feature Selection: Sparsity in Naive Bayes. AISTATS Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui
2020	A	`conf`	Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport. AISTATS François-Pierre Paty, Alexandre d'Aspremont, Marco Cuturi
2020	J	`jnl`	Regularized nonlinear acceleration. Math. Program. Damien Scieur, Alexandre d'Aspremont, Francis R. Bach
2020	A	`conf`	Screening Data Points in Empirical Risk Minimization via Ellipsoidal Regions and Safe Loss Functions. AISTATS Grégoire Mialon, Julien Mairal, Alexandre d'Aspremont
2020	J	`jnl`	Sharpness, Restart, and Acceleration. SIAM J. Optim. Vincent Roulet, Alexandre d'Aspremont
2019	J	`jnl`	Naive Feature Selection: Sparsity in Naive Bayes. CoRR Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui
2019	A	`conf`	Nonlinear Acceleration of Primal-Dual Algorithms. AISTATS Raghu Bollapragada, Damien Scieur, Alexandre d'Aspremont
2019	J	`jnl`	Optimal Complexity and Certification of Bregman First-Order Methods. CoRR Radu-Alexandru Dragomir, Adrien B. Taylor, Alexandre d'Aspremont, Jérôme Bolte
2019	A	`conf`	Overcomplete Independent Component Analysis via SDP. AISTATS Anastasia Podosinnikova, Amelia Perry, Alexander S. Wein, Francis R. Bach, Alexandre d'Aspremont, David A. Sontag
2019	J	`jnl`	Overcomplete Independent Component Analysis via SDP. CoRR Anastasia Podosinnikova, Amelia Perry, Alexander S. Wein, Francis R. Bach, Alexandre d'Aspremont, David A. Sontag
2019	J	`jnl`	Ranking and synchronization from pairwise measurements via SVD. CoRR Alexandre d'Aspremont, Mihai Cucuringu, Hemant Tyagi
2019	J	`jnl`	Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport. CoRR François-Pierre Paty, Alexandre d'Aspremont, Marco Cuturi
2019	A	`conf`	Restarting Frank-Wolfe. AISTATS Thomas Kerdreux, Alexandre d'Aspremont, Sebastian Pokutta
2019	J	`jnl`	Screening Data Points in Empirical Risk Minimization via Ellipsoidal Regions and Safe Loss Function. CoRR Grégoire Mialon, Alexandre d'Aspremont, Julien Mairal
2018	A*	`conf`	Frank-Wolfe with Subsampling Oracle. ICML Thomas Kerdreux, Fabian Pedregosa, Alexandre d'Aspremont
2018	J	`jnl`	Frank-Wolfe with Subsampling Oracle. CoRR Thomas Kerdreux, Fabian Pedregosa, Alexandre d'Aspremont
2018	—	`conf`	Nonlinear Acceleration of CNNs. ICLR (Workshop) Damien Scieur, Edouard Oyallon, Alexandre d'Aspremont, Francis R. Bach
2018	J	`jnl`	Nonlinear Acceleration of CNNs. CoRR Damien Scieur, Edouard Oyallon, Alexandre d'Aspremont, Francis R. Bach
2018	J	`jnl`	Nonlinear Acceleration of Deep Neural Networks. CoRR Damien Scieur, Edouard Oyallon, Alexandre d'Aspremont, Francis R. Bach
2018	J	`jnl`	Optimal Affine-Invariant Smooth Minimization Algorithms. SIAM J. Optim. Alexandre d'Aspremont, Cristóbal Guzmán, Martin Jaggi
2018	J	`jnl`	Reconstructing Latent Orderings by Spectral Clustering. CoRR Antoine Recanati, Thomas Kerdreux, Alexandre d'Aspremont
2017	J	`jnl`	A spectral algorithm for fast de novo layout of uncorrected long nanopore reads. Bioinform. Antoine Recanati, Thomas Brüls, Alexandre d'Aspremont
2017	—	`conf`	Integration Methods and Optimization Algorithms. NIPS Damien Scieur, Vincent Roulet, Francis R. Bach, Alexandre d'Aspremont
2017	—	`conf`	Nonlinear Acceleration of Stochastic Algorithms. NIPS Damien Scieur, Francis R. Bach, Alexandre d'Aspremont
2017	—	`conf`	Sharpness, Restart and Acceleration. NIPS Vincent Roulet, Alexandre d'Aspremont
2016	J	`jnl`	Phase retrieval for imaging problems. Math. Program. Comput. Fajwel Fogel, Irène Waldspurger, Alexandre d'Aspremont
2016	—	`conf`	Regularized Nonlinear Acceleration. NIPS Damien Scieur, Alexandre d'Aspremont, Francis R. Bach
2016	J	`jnl`	Spectral Ranking using Seriation. J. Mach. Learn. Res. Fajwel Fogel, Alexandre d'Aspremont, Milan Vojnovic
2015	J	`jnl`	Convex Relaxations for Permutation Problems. SIAM J. Matrix Anal. Appl. Fajwel Fogel, Rodolphe Jenatton, Francis R. Bach, Alexandre d'Aspremont
2015	J	`jnl`	Phase recovery, MaxCut and complex semidefinite programming. Math. Program. Irène Waldspurger, Alexandre d'Aspremont, Stéphane Mallat
2015	J	`jnl`	Supervised Clustering in the Data Cube. CoRR Vincent Roulet, Fajwel Fogel, Alexandre d'Aspremont, Francis R. Bach
2014	J	`jnl`	A Stochastic Smoothing Algorithm for Semidefinite Programming. SIAM J. Optim. Alexandre d'Aspremont, Noureddine El Karoui
2014	J	`jnl`	Approximation bounds for sparse principal component analysis. Math. Program. Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui
2014	—	`conf`	On Learning Matrices with Orthogonal Columns or Disjoint Supports. ECML/PKDD (3) Kevin Vervier, Pierre Mahé, Alexandre d'Aspremont, Jean-Baptiste Veyrieras, Jean-Philippe Vert
2014	—	`conf`	SerialRank: Spectral Ranking using Seriation. NIPS Fajwel Fogel, Alexandre d'Aspremont, Milan Vojnovic
2014	J	`jnl`	Spectral Ranking using Seriation. CoRR Fajwel Fogel, Alexandre d'Aspremont, Milan Vojnovic
2013	—	`conf`	Convex Relaxations for Permutation Problems. NIPS Fajwel Fogel, Rodolphe Jenatton, Francis R. Bach, Alexandre d'Aspremont
2013	—	`conf`	Mean Reversion with a Variance Threshold. ICML (3) Marco Cuturi, Alexandre d'Aspremont
2013	J	`jnl`	Weak Recovery Conditions from Graph Partitioning Bounds and Order Statistics. Math. Oper. Res. Alexandre d'Aspremont, Noureddine El Karoui
2011	J	`jnl`	Preface. Math. Program. Alexandre d'Aspremont, Francis R. Bach, Inderjit S. Dhillon, Bin Yu
2011	J	`jnl`	Testing the nullspace property using semidefinite programming. Math. Program. Alexandre d'Aspremont, Laurent El Ghaoui
2010	J	`jnl`	Convex Relaxations for Subset Selection CoRR Francis R. Bach, Selin Damla Ahipasaoglu, Alexandre d'Aspremont
2009	J	`jnl`	Support vector machine classification with indefinite kernels. Math. Program. Comput. Ronny Luss, Alexandre d'Aspremont
2009	—	`conf`	White Functionals for Anomaly Detection in Dynamical Systems. NIPS Marco Cuturi, Jean-Philippe Vert, Alexandre d'Aspremont
2008	J	`jnl`	A Cutting Plane Method for Multiple Kernel Learning CoRR Ronny Luss, Alexandre d'Aspremont
2008	J	`jnl`	First-Order Methods for Sparse Covariance Selection. SIAM J. Matrix Anal. Appl. Alexandre d'Aspremont, Onureena Banerjee, Laurent El Ghaoui
2008	J	`jnl`	Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data. J. Mach. Learn. Res. Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont
2008	J	`jnl`	Optimal Solutions for Sparse Principal Component Analysis. J. Mach. Learn. Res. Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui
2008	J	`jnl`	Smooth Optimization with Approximate Gradient. SIAM J. Optim. Alexandre d'Aspremont
2008	J	`jnl`	Support Vector Machine Classification with Indefinite Kernels CoRR Ronny Luss, Alexandre d'Aspremont
2007	J	`jnl`	A Direct Formulation for Sparse PCA Using Semidefinite Programming. SIAM Rev. Alexandre d'Aspremont, Laurent El Ghaoui, Michael I. Jordan, Gert R. G. Lanckriet
2007	—	`conf`	A Semidefinite Relaxation for Air Traffic Flow Scheduling. RIVF Alexandre d'Aspremont, Laurent El Ghaoui
2007	J	`jnl`	Clustering and Feature Selection using Sparse Principal Component Analysis CoRR Ronny Luss, Alexandre d'Aspremont
2007	A*	`conf`	Full regularization path for sparse principal component analysis. ICML Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui
2007	J	`jnl`	Identifying Small Mean Reverting Portfolios CoRR Alexandre d'Aspremont
2007	J	`jnl`	Model Selection Through Sparse Maximum Likelihood Estimation CoRR Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont
2007	J	`jnl`	Optimal Solutions for Sparse Principal Component Analysis CoRR Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui
2007	—	`conf`	Support Vector Machine Classification with Indefinite Kernels. NIPS Ronny Luss, Alexandre d'Aspremont
2006	J	`jnl`	A Semidefinite Relaxation for Air Traffic Flow Scheduling CoRR Alexandre d'Aspremont, Laurent El Ghaoui
2006	A*	`conf`	Convex optimization techniques for fitting sparse Gaussian graphical models. ICML Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont, Georges Natsoulis
2006	—	`conf`	Optimal path planning for air traffic flow management under stochastic weather and capacity constraints. RIVF Alexandre d'Aspremont, Devan Sohier, Arnab Nilim, Laurent El Ghaoui, Vu Duong
2006	—	`conf`	Reallocation time calculation according to slot occupation rate. RIVF Frédéric Ferchaud, Alexandre d'Aspremont
2006	J	`jnl`	Static arbitrage bounds on basket option prices. Math. Program. Alexandre d'Aspremont, Laurent El Ghaoui
2005	J	`jnl`	A Market Test for the Positivity of Arrow-Debreu Prices CoRR Alexandre d'Aspremont
2005	J	`jnl`	Sparse Covariance Selection via Robust Maximum Likelihood Estimation CoRR Onureena Banerjee, Alexandre d'Aspremont, Laurent El Ghaoui
2004	—	`conf`	A Direct Formulation for Sparse PCA Using Semidefinite Programming. NIPS Alexandre d'Aspremont, Laurent El Ghaoui, Michael I. Jordan, Gert R. G. Lanckriet
2004	J	`jnl`	A direct formulation for sparse PCA using semidefinite programming CoRR Alexandre d'Aspremont, Laurent El Ghaoui, Michael I. Jordan, Gert R. G. Lanckriet
2004	J	`jnl`	Static versus Dynamic Arbitrage Bounds on Multivariate Option Prices CoRR Alexandre d'Aspremont
2003	—	`conf`	A semidefinite representation for some minimum cardinality problems. CDC Alexandre d'Aspremont
2003	J	`jnl`	Interest Rate Model Calibration Using Semidefinite Programming CoRR Alexandre d'Aspremont
2003	J	`jnl`	Risk-Management Methods for the Libor Market Model Using Semidefinite Programming CoRR Alexandre d'Aspremont