List of Publications

Early Drafts/Preprints

  • User-friendly introduction to PAC-Bayes bounds,
    (Preprint) P. Alquier, [ arXiv ]
  • The Bayesian Learning Rule,
    (Preprint) M.E. Khan, H. Rue [ arXiv ]
  • Beyond Target Networks: Improving Deep Q-learning with Functional Regularization,
    (Preprint) A. Piché, J. Marino, G. M. Marconi, C. Pal, M. E. Khan [arXiv]
  • Deviation inequalities for stochastic approximation by averaging,
    (Preprint) X. Fan, P. Alquier, P. Doukhan [arXiv]
  • Universal Robust Regression via Maximum Mean Discrepancy,
    (Preprint) P. Alquier, M. Gerber [arXiv]


  • Understanding the Population Structure Correction Regression,
    (ICSTA 2022) T. T. Mai, P. Alquier [to appear] [arXiv]
  • Tight Risk Bound for High Dimensional Time Series Completion,
    (EJS) P. Alquier, N. Marie, A. Rosier [Published version] [arXiv]
  • Estimation of Copulas via Maximum Mean Discrepancy,
    (JASA) P. Alquier, B.-E. Chérief-Abdellatif, A. Derumigny, J.-D. Fermanian [Published version] [arXiv]
  • Finite sample properties of parametric MMD estimation: robustness to misspecification and dependence,
    (Bernoulli) B.E. Chérief-Abdellatif, P. Alquier [Published version] [arXiv]