Laurent JACOB

LBCQ
...
  • CNRS Research Director
  • LBCQ - Laboratoire de Biologie Computationnelle et Quantitative
  • https://laurent-jacob.github.io/
  • Communities
    Climate, Environment & The Universe
    Health, Medicine & Biology
    Mathematics, Computer Science & Robotics
  • Expertise
    Data analysis
    Deep learning
    Generative models
    Interpretability
    Machine learning
    Mathematical models

Selected publications

  1. J. Trost, J. Haag, D. Höhler, L. Jacob, A. Stamatakis, and B. Boussau. Simulations of Sequence Evolution: How (Un)realistic They Are and Why. Molecular Biology and Evolution, 41(1):msad277, 2023
  2. A. Villié, P. Veber, Y. D. Castro, and L. Jacob. Neural networks beyond explainability: Selective inference for sequence motifs. Transactions on Machine Learning Research, 2023
  3. L. Nesterenko, B. Boussau, and L. Jacob. Phyloformer: towards fast and accurate phylogeny estimation with self-attention networks. bioRxiv, 2022
  4. H. Roux de Bézieux, L. Lima, F. Perraudeau, A. Mary, S. Dudoit, and L. Jacob. CALDERA: finding all significant de bruijn subgraphs for bacterial GWAS. Bioinformatics, 38, 2022
  5. D. Chen, L. Jacob, and J. Mairal. Convolutional kernel networks for graph-structured data. In Proceedings of the 37th International Conference on Machine Learning, pages 1576–1586, 2020