publications

The symbol * denotes joint first-authors. An up-to-date list can be found in Google Scholar.

2025

  1. Easing Optimization Paths: A Circuit Perspective
    Ambroise Odonnat* , Wassim Bouaziz* , and Vivien Cabannes
    ICASSP, 2025.
  2. Zero-shot Model-based Reinforcement Learning using Large Language Models
    Abdelhakim Benecheab , Yousseph Attia El Hili ,  Ambroise Odonnat , and 6 more authors
    ICLR, 2025.

2024

  1. A Visual Case Study of the Training Dynamics in Neural Networks
    Ambroise Odonnat , Wassim Bouaziz , and Vivien Cabannes
    Preprint, 2024.
  2. Large Language Models as Markov Chains
    Oussama Zekri* ,  Ambroise Odonnat* , Abdelhakim Benecheab , and 3 more authors
    Preprint, 2024.
  3. Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting
    Romain Ilbert , Malik Tiomoko , Cosme Louard , and 4 more authors
    NeurIPS Spotlight, 2024.
  4. MANO: Exploiting Matrix Norm for Unsupervised Accuracy Estimation Under Distribution Shifts
    Renchunzi Xie* ,  Ambroise Odonnat* , Vasilii Feofanov* , and 3 more authors
    NeurIPS, 2024.
  5. SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention
    Romain Ilbert* ,  Ambroise Odonnat* , Vasilii Feofanov , and 4 more authors
    ICML Oral, 2024.
  6. Leveraging Ensemble Diversity for Robust Self-Training in the Presence of Sample Selection Bias
    Ambroise Odonnat , Vasilii Feofanov , and Ievgen Redko
    AISTATS, 2024.
  7. Leveraging Gradients for Unsupervised Accuracy Estimation under Distribution Shift
    Renchunzi Xie ,  Ambroise Odonnat , Vasilii Feofanov , and 3 more authors
    Preprint, 2024.

2022

  1. Detection of interictal epileptiform discharges on EEG and MEG
    Ambroise Odonnat , Konstantinos Nasiotis , Eleanor Hill , and 7 more authors
    Best Flash Talk, QBIN Scientific Day, 2022.