List of Publications

Early Drafts/Preprints

  • PAC-Bayesian Offline Contextual Bandits With Guarantees,
    (Preprint) O. Sakhi, N. Chopin, P. Alquier [arXiv]
  • Dimension-free Bounds for Sum of Dependent Matrices and Operators with Heavy-Tailed Distribution,
    (Preprint) S. Nigikata, P. Alquier, M. Imaizuimi [arXiv]
  • Variance-Aware Estimation of Kernel Mean Embedding,
    (Preprint) G. Wolfer, P. Alquier [arXiv]
  • Improved Estimation of Relaxation Time in Non-reversible Markov Chains,
    (Preprint) G. Wolfer, A. Kontorovich [arXiv]
  • Empirical and Instance-Dependent Estimation of Markov Chain and Mixing Time,
    (Preprint) G. Wolfer [arXiv]
  • Geometric Aspects of Data-Processing of Markov Chains,
    (Preprint) G. Wolfer, S. Watanabe [arXiv]
  • Optimal Quasi-Bayesian Reduced Rank Regression with Incomplete Response,
    (Preprint) T. T. Mai, P. Alquier [arXiv]
  • Concentration and Robustness of Discrepancy-based ABC via Rademacher Complexity,
    (Preprint) S. Legramanti, D. Durante, P. Alquier [arXiv]
  • 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]
  • Universal Robust Regression via Maximum Mean Discrepancy,
    (Preprint) P. Alquier, M. Gerber [arXiv]

In press / to appear

2023

  • The Lie-Group Bayesian Learning Rule,
    (AISTATS 2023) E. M. Kiral, T. Möllenhoff, M. E. Khan [arXiv]
  • SAM as an Optimal Relaxation of Bayes,
    (ICLR 2023) T. Möllenhoff, M. E. Khan [arXiv]
    Notable top-5% of all accepted papers.

2022

  • MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition,
    (EMNLP 2022) D. Adelani, G. Neubig, S. Ruder, S. Rijhwani, M. Beukman, C. Palen-Michel, C. Lignos, J. Alabi, S. Muhammad, P. Nabende, B. Dione, A. Bukula, R. Mabuya, B. Dossou, B. Sibanda, H. Buzaaba, ..... [arXiv]
  • Deviation Inequalities for Stochastic Approximation by Averaging,
    (SPA) X. Fan, P. Alquier, P. Doukhan [Published version] [arXiv]
  • Understanding the Population Structure Correction Regression,
    (ICSTA 2022) T. T. Mai, P. Alquier [Published version] [arXiv]
  • Approximate Bayesian Inference: Reprint of the Special Issue Published in Entropy,
    (MDPI Books) P. Alquier (Editor) [Book page]
  • Tight Risk Bound for High Dimensional Time Series Completion,
    (EJS) P. Alquier, N. Marie, A. Rosier [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]

2021

2020

2019

2018

2017