Mr Guillaume Q鲍脡罢础狈罢
Assistant Doctorant 鈥撀燝roupe ATLAS (co-supervis茅 par Prof. Voloshynovskiy)
AEM 018
E-mail
Guillaume is a PhD student in the group of Prof. Tobias Golling at the Particle Physics Department (DPNC), jointly supervised by聽聽at the聽聽(CVML). He is a member of the聽聽project (Robust Deep Density Models for High-Energy Physics and Solar Physics), and a member and qualified author聽of the聽.
Guillaume graduated from the Univ. of Geneva, Switzerland, with a BSc in physics in 2017, and an MSc with an Excellence Master Fellowship in theoretical physics in 2020. He started as a PhD student at the Univ. of Geneva in 2020, where he works on machine learning for high energy physics, especially for generative modelling and anomaly detection.
Recent work
- Turbo-Sim: A generalised autoencoder framework applied to high-energy physics (,听poster and )
- At ATLAS (CERN): Standalone topological clustering of energy deposits in calorimeter cells ()
- GANDALF: Four-momentum transcoding with attention encoder, latent space matching and diffusion decoder (poster)
- PC-JeDi: Jets generation as particle clouds with a diffusion transformer network ( 补苍诲听)
- PC-Droid: Faster and better jets generation聽with a diffusion transformer network 补苍诲听)
- TURBO: Mathematical grounds and interpretations of many deep learning training methods (聽补苍诲听)
- PIPPIN: Set to set transformation ()
- GalaDRIEL: Corrections to galaxy simulation (ongoing)
Publications
Complete and up-to-date list of Guillaume's publications:
- Google Scholar:聽.
- 翱搁颁滨顿:听.
- 补谤齿颈惫:听
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Guillaume Q鲍脡罢础狈罢, John Andrew RAINE, Matthew LEIGH, Debajyoti SENGUPTA, Tobias GOLLING
Phys. Rev. D 110 (7) 076023 (2024) []
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Guillaume Qu茅tant Q鲍脡罢础狈罢, Yury BELOUSOV, Vitaliy KINAKH, Slava VOLOSHYNOVSKIY
Entropy 25 (10) 1471 (2023) [] -
EPiC-ly Fast Particle Cloud Generation with Flow-Matching and Diffusion
Erik BUHMANN, Cedric EWEN, Darius A. FAROUGHY, Tobias GOLLING, Gregor KASIECZKA, Matthew LEIGH, Guillaume Q鲍脡罢础狈罢, John Andrew RAINE, Debajyoti SENGUPTA, David SHIH
(2023) [] -
Matthew LEIGH, Debajyoti SENGUPTA, John Andrew RAINE, Guillaume Q鲍脡罢础狈罢, Tobias GOLLING
Phys. Rev. D 109 (1) 012010 (2023) [] -
Matthew LEIGH, Debajyoti SENGUPTA, Guillaume Q鲍脡罢础狈罢, John Andrew RAINE, Knut ZOCH, Tobias GOLLING
SciPost Phys. 16 (1) 018 (2023) []
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Guillaume Q鲍脡罢础狈罢, Mariia DROZDOVA, Vitaliy KINAKH, Tobias GOLLING, Slava VOLOSHYNOVSKIY
Proceedings of workshop in the international conference on Neural Information Processing Systems (NeurIPS) (2021) [] -
Information-theoretic stochastic contrastive conditional GAN: InfoSCC-GAN
Vitaliy KINAKH, Mariia DROZDOVA, Guillaume Q鲍脡罢础狈罢, Tobias GOLLING, Slava VOLOSHYNOVSKIY
Proceedings of workshop in the international conference on Neural Information Processing Systems (NeurIPS) (2021) [] -
Generation of data on discontinuous manifolds via continuous stochastic non-invertible networks
Mariia DROZDOVA, Vitaliy KINAKH, Guillaume Q鲍脡罢础狈罢, Tobias GOLLING, Slava VOLOSHYNOVSKIY
Proceedings of workshop in the international conference on Neural Information Processing Systems (NeurIPS) (2021) []
Teaching/Tutoring
Information Theory for Data Science and Machine Learning (Univ. of Geneva, 2021鈥�2023)