Deliverables Open Research Data Pilot (1) Data Management Plan (DMP) Participation in the Open Research Data Pilot Publications Conference proceedings (14) Non-Convex Optimization with Certificates and Fast Rates Through Kernel Sums of Squares Author(s): Blake Woodworth, Francis Bach, Alessandro Rudi Published in: Conference on Learning Theory, 2022 Publisher: COLT On the Consistency of Max-Margin Losses Author(s): Alex Nowak-Vila, Alessandro Rudi, Francis Bach Published in: AISTATS, 2021 Publisher: AISTATS On the Benefits of Large Learning Rates for Kernel Methods Author(s): Gaspard Beugnot, Julien Mairal, Alessandro Rudi Published in: Conference on Learning Theory, 2022 Publisher: COLT PSD Representations for Effective Probability Models Author(s): Rudi, Alessandro; Ciliberto, Carlo Published in: Issue 1, 2021 Publisher: NeurIPS Measuring dissimilarity with diffeomorphism invariance Author(s): Théophile Cantelobre, Carlo Ciliberto, Benjamin Guedj, Alessandro Rudi Published in: International Conference on Machine Learning, 2022 Publisher: ICML Sampling from Arbitrary Functions via PSD Models Author(s): Ulysse Marteau-Ferey, Francis Bach, Alessandro Rudi Published in: International Conference of Machine Learning, 2022 Publisher: ICML Beyond Tikhonov: Faster Learning with Self-Concordant Losses via Iterative Regularization Author(s): Beugnot, Gaspard; Mairal, Julien; Rudi, Alessandro Published in: NeurIPS 2021 – 35th Annual Conference on Neural Information Processing Systems, Issue 1, 2021 Publisher: NeurIPS Mixability made efficient: Fast online multiclass logistic regression. Author(s): Rémi Jézéquel, Pierre Gaillard, Alessandro Rudi Published in: Advances in Neural Information Processing Systems 34 (2021)., 2021 Publisher: Neural Information Processing Systems Active Labeling: Streaming Stochastic Gradients Author(s): Vivien Cabannes, Francis Bach, Vianney Perchet, Alessandro Rudi Published in: NeurIPS 2021, 2021 Publisher: NeurIPS Disambiguation of Weak Supervision leading to Exponential Convergence rates Author(s): Vivien Cabannes; Francis Bach; Alessandro Rudi Published in: International Conference on Machine Learning, 2021 Publisher: PMLR Fast Rates for Structured Prediction Author(s): Vivien Cabannes, Francis Bach, Alessandro Rudi Published in: Proceedings of Thirty Fourth Conference on Learning Theory, 2021 Publisher: Proceedings of Machine Learning Research Disambiguation of weak supervision with exponential convergence rates Author(s): Vivien Cabannes, Francis Bach, Alessandro Rudi Published in: Proceedings of the 38th International Conference on Machine Learning,, 2021 Publisher: ICML Nyström Kernel Mean Embeddings Author(s): Antoine Chatalic, Nicolas Schreuder, Alessandro Rudi, Lorenzo Rosasco Published in: International Conference of Machine Learning, 2022 Publisher: ICML Overcoming the curse of dimensionality with Laplacian regularization in semi-supervised learning Author(s): Vivien Cabannes, Loucas Pillaud-Vivien, Francis Bach, Alessandro Rudi Published in: NeurIPS, 2021 Publisher: NeurIPS Other (8) A Dimension-free Computational Upper-bound for Smooth Optimal Transport Estimation Author(s): Adrien Vacher, Boris Muzellec, Alessandro Rudi, Francis Bach, Francois-Xavier Vialard Published in: 2021 Publisher: Arxiv A Note on Optimizing Distributions using Kernel Mean Embeddings Author(s): Muzellec, Boris; Bach, Francis; Rudi, Alessandro Published in: https://hal.archives-ouvertes.fr/hal-03454259, 2021 Publisher: HAL DOI: 10.48550/arxiv.2106.09994 Exponential convergence of sum-of-squares hierarchies for trigonometric polynomials Author(s): Francis Bach, Alessandro Rudi Published in: 2022 Publisher: Arxiv Near-optimal estimation of smooth transport maps with kernel sums-of-squares Author(s): Boris Muzellec, Adrien Vacher, Francis Bach, François-Xavier Vialard, Alessandro Rudi Published in: 2022 Publisher: Arxiv Finding Global Minima via Kernel Approximations Author(s): Alessandro Rudi, Ulysse Marteau-Ferey, Francis Bach Published in: 2021 Publisher: Arxiv Learning PSD-valued functions using kernel sums-of-squares Author(s): Boris Muzellec, Francis Bach, Alessandro Rudi Published in: 2022 Publisher: Arxiv Infinite-Dimensional Sums-of-Squares for Optimal Control Author(s): Eloïse Berthier, Justin Carpentier, Alessandro Rudi, Francis Bach Published in: 2021 Publisher: Arxiv Second order conditions to decompose smooth functions as sums of squares Author(s): Ulysse Marteau-Ferey, Francis Bach, Alessandro Rudi Published in: 2022 Publisher: Arxix Searching for OpenAIRE data... There was an error trying to search data from OpenAIRE No results available
