PhD | Dorian Gailhard

I am doing a PhD in Artificial Intelligence at Télécom Paris (LTCI, COMELEC), focusing on generative models applied to graph theory. I am supervised by Jhony Giraldo, Enzo Tartaglione and Lirida Naviner. The PhD is done in collaboration with Arteris and aims at developing methods for Electronic Design Automation using Machine Learning methods for graphs.

I worked on the following papers:

HYGENE: A Diffusion-based Hypergraph Generation Method

Dorian Gailhard, Enzo Tartaglione, Lirida Naviner, and 1 more author

In AAAI Conference on Artificial Intelligence, 2025

Bib PDF Blog Code Poster Slides

@inproceedings{gailhard2025hygene,
  title = {HYGENE: A Diffusion-based Hypergraph Generation Method},
  author = {Gailhard, Dorian and Tartaglione, Enzo and Naviner, Lirida and Giraldo, Jhony H.},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year = {2025},
}

Feature-aware (Hyper)graph Generation via Next-Scale Prediction

Dorian Gailhard, Enzo Tartaglione, Lirida Naviner, and 1 more author

In International Conference on Machine Learning, 2026

Bib PDF Blog Code Poster

@inproceedings{gailhard2025featureawarehypergraphgenerationnextscale,
  title = {Feature-aware (Hyper)graph Generation via Next-Scale Prediction},
  author = {Gailhard, Dorian and Tartaglione, Enzo and Naviner, Lirida and Giraldo, Jhony H.},
  booktitle = {International Conference on Machine Learning},
  year = {2026},
}