Publications

Please find below my list of publications, organized by topics. See also my Google Scholar.

Kernel Methods and Sketching

• Sketch In, Sketch Out: Accelerating both Learning and Inference for Structured Prediction with Kernels (AISTATS 2024)
  Tamim El Ahmad, Luc Brogat-Motte, Pierre Laforgue, Florence d'Alché-Buc  [paper, code, poster, slides]

• Fast Kernel Methods for Generic Lipschitz Losses via -Sparsified Sketches (TMLR 2023)
  Tamim El Ahmad, Pierre Laforgue, Florence d'Alché-Buc  [paper, code, poster, slides]

Deep Learning and Kernel Methods

• Deep Sketched Output Kernel Regression for Structured Prediction (ECML PKDD 2024)
  Tamim El Ahmad*, Junjie Yang*, Pierre Laforgue, Florence d'Alché-Buc  [paper, code, poster, slides]

PhD Dissertation

• Learning Deep Kernel Networks: Application to Efficient and Robust Structured Prediction (2024)
  Tamim El Ahmad  [manuscript, defense slides]