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Reliable and cost-effective large scale machine learning


Data Management Plan (DMP)

Participation in the Open Research Data Pilot

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PSD Representations for Effective Probability Models

Author(s): Rudi, Alessandro; Ciliberto, Carlo
Published in: 1, 2021
Publisher: NeurIPS

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, 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

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