Quentin Bouniot
Assistant Professor In Statistical Learning Theory
Greater Paris Metropolitan Region France
Summary
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Senior🎓
Top SchoolQuentin Bouniot is an Assistant Professor in Statistical Learning Theory at Télécom Paris and a researcher in deep representation learning with nine years of experience spanning academia and industry. His work focuses on vision-language alignment, explainability, robustness, and uncertainty quantification, building on a PhD on few-shot learning for detection and segmentation. He held postdoctoral positions at TUM and Helmholtz Munich in Explainable Machine Learning and has industrial experience improving robustness of facial recognition systems at CEA-List. Comfortable teaching core algorithms as well as advancing cutting-edge ML theory, he bridges rigorous theoretical insights with practical, low-data and safety-critical applications. Notably, his trajectory blends classical mathematical training from CentraleSupélec with recent interdisciplinary research on multimodal alignment.
9 years of coding experience
4 years of employment as a software developer
Doctor of Philosophy - PhD, Intelligence artificielle, Doctor of Philosophy - PhD, Intelligence artificielle at Université Jean Monnet Saint-EtienneDiplôme d'ingénieur, Diplôme d'ingénieur at CentraleSupélecMaster 2 (M2), Apprentissage, Vision et Robotique, Master 2 (M2), Apprentissage, Vision et Robotique at Universite de LorraineClasse préparatoire aux grandes écoles - MPSI/MP*, Mathématiques, Classe préparatoire aux grandes écoles - MPSI/MP*, Mathématiques at Lycée Montaigne
Github Skills (16)
bayesian-network10
uncertainty10
few-shot-learning9
ensembles9
uncertainty-quantification9
computer-vision9
pytorch8
meta-learning8
re-identification7
deep-learning6
dataloader5
adversarial-attacks5
metric-learning5
python2
representation-learning2
Programming languages (4)
Github contributions (5)
qbouniot/qbouniot-old.github.io
Feb 2020 - Jul 2025
Blog and personal page
Contributions:2 reviews, 11 PRs, 40 pushes in 5 years 5 months
personal-pagejekyll
qbouniot/l-system
Mar 2017 - Nov 2020
Contributions:4 commits, 5 pushes, 1 branch in 3 years 8 months
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