Lucas Meyer

I am researcher and software engineer currently working for Polymathic AI to accelerate science with AI and HPC.

I completed my PhD in computer science and applied mathematics at Université Grenoble Alpes in partnership with INRIA and EDF. My research, under the supervision of Bruno Raffin, focused on training deep learning models for numerical simulation at scale.

Before my PhD, I worked in the space industry, including at the European Space Agency, developing software and deep learning methods for remote sensing. In 2018, I received a M.Sc in computer science from Université de Montréal, working on optimization software for swarm of robots with Giovanni Beltrame. I graduated in software engineering and applied mathematics from École Nationale des Ponts et Chaussées.

latest posts

Oct 15, 2024	Online Data Generation for Better, Faster, and Cheaper Training

selected publications

ICML

Training Deep Surrogate Models with Large Scale Online Learning

Lucas Meyer, Marc Schouler, Robert Alexander Caulk, and 2 more authors

In International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA, Jul 2023

arXiv Bib PDF

@inproceedings{meyer2023training,
  author = {Meyer, Lucas and Schouler, Marc and Caulk, Robert Alexander and Rib{\'{e}}s, Alejandro and Raffin, Bruno},
  booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July 2023, Honolulu, Hawaii, {USA}},
  editor = {Krause, Andreas and Brunskill, Emma and Cho, Kyunghyun and Engelhardt, Barbara and Sabato, Sivan and Scarlett, Jonathan},
  pages = {24614--24630},
  publisher = {{PMLR}},
  series = {Proceedings of Machine Learning Research},
  title = {{T}raining {D}eep {S}urrogate {M}odels with {L}arge {S}cale {O}nline {L}earning},
  url = {https://proceedings.mlr.press/v202/meyer23b.html},
  volume = {202},
  year = {2023},
  month = jul,
}

High Throughput Training of Deep Surrogates from Large Ensemble Runs

Lucas Meyer, Marc Schouler, Robert Alexander Caulk, and 2 more authors

In Proceedings of the international conference for high performance computing, networking, storage and analysis, Nov 2023

Bib PDF

@inproceedings{meyer2023high,
  author = {Meyer, Lucas and Schouler, Marc and Caulk, Robert Alexander and Ribes, Alejandro and Raffin, Bruno},
  booktitle = {Proceedings of the international conference for high performance computing, networking, storage and analysis},
  title = {{H}igh {T}hroughput {T}raining of {D}eep {S}urrogates from {L}arge {E}nsemble {R}uns},
  year = {2023},
  month = nov,
}