Access content directly

Thomas Vuillaume

Research engineer & lead data scientist.
83%
Open access
29
Documents
Current affiliations
  • 129
  • 432896
Researcher identifiers
Contact

Presentation

Hi. I am Thomas Vuillaume, a data scientist and research software engineer working at LAPP, CNRS. I specialise in data analysis, IA and machine learning and (open) research software development. https://vuillaut.github.io/

Publications

Deep unsupervised domain adaptation applied to the Cherenkov Telescope Array Large-Sized Telescope

Michaël Dell'Aiera , Thomas Vuillaume , Mikaël Jacquemont , Alexandre Benoit
20th International Conference on Content-based Multimedia Indexing (CBMI 2023), Sep 2023, Orleans, France. pp.133-139, ⟨10.1145/3617233.3617279⟩
Conference papers hal-04190277v1
Image document

Multi-Task Architecture with Attention for Imaging Atmospheric Cherenkov Telescope Data Analysis

Mikaël Jacquemont , Thomas Vuillaume , A Benoit , Gilles Maurin , Patrick Lambert
VISAPP 2021, Feb 2021, online, France
Conference papers hal-03043188v1

Deep-learning-driven event reconstruction applied to simulated data from a single Large-Sized Telescope of CTA

Pietro Grespan , Mikael Jacquemont , Ruben Lopez-Coto , Tjark Miener , Daniel Nieto-Castaño
37th International Cosmic Ray Conference, Jul 2021, Berlin, Germany. pp.771, ⟨10.22323/1.395.0771⟩
Conference papers hal-03373320v1

Analysis of the Cherenkov Telescope Array first Large-Sized Telescope real data using convolutional neural networks

Thomas Vuillaume , Mikaël Jacquemont , Mathieu de Bony de Lavergne , David A. Sanchez , Vincent Poireau
37th International Cosmic Ray Conference, Jul 2021, Berlin, Germany. pp.703, ⟨10.22323/1.395.0703⟩
Conference papers hal-03324037v1
Image document

Camera Calibration of the CTA-LST prototype

Yukiho Kobayashi , Akira Okumura , Franca Cassol , Hideaki Katagiri , Julian Sitarek
37th International Cosmic Ray Conference, Jul 2021, Berlin, Germany. pp.720, ⟨10.22323/1.395.0720⟩
Conference papers hal-03324065v1
Image document

Deep Learning for Astrophysics, Understanding the Impact of Attention on Variability Induced by Parameter Initialization

Mikaël Jacquemont , Thomas Vuillaume , A Benoit , Gilles Maurin , Patrick Lambert
ICPR'2020 Workshop Explainable Deep Learning-AI, Jan 2021, Milan (on line), Italy
Conference papers hal-03043058v1
Image document

First follow-up of transient events with the CTA Large Size Telescope prototype

Hyuga Abe , Arnau Aguasca , Ivan Agudo , Lucio Angelo Antonelli , Carla Aramo
37th International Cosmic Ray Conference, Jul 2021, Berlin, Germany. pp.838, ⟨10.22323/1.395.0838⟩
Conference papers hal-03324272v1
Image document

First Full-Event Reconstruction from Imaging Atmospheric Cherenkov Telescope Real Data with Deep Learning

Mikaël Jacquemont , Thomas Vuillaume , Alexandre Benoit , Gilles Maurin , Patrick Lambert
International Conference on Content-Based Multimedia Indexing (CBMI), Jun 2021, Lille, France. 6 p., ⟨10.1109/CBMI50038.2021.9461918⟩
Conference papers hal-03241475v2

Single Imaging Atmospheric Cherenkov Telescope Full-Event Reconstruction with a Deep Multi-Task Learning Architecture

Mikaël Jacquemont , Thomas Vuillaume , Alexandre Benoit , Gilles Maurin , Patrick Lambert
30th Astronomical Data Analysis Software and Systems, Nov 2020, Granada, Spain. pp.203
Conference papers hal-03830391v1
Image document

lstchain: An Analysis Pipeline for LST-1, the First Prototype Large-Sized Telescope of CTA

Rubén López-Coto , Andrés Baquero , Maria Isabel Bernardos , Franca Cassol , Luca Foffano
30th Astronomical Data Analysis Software and Systems, Nov 2020, Granada, Spain. pp.357
Conference papers hal-03830397v1
Image document

Single Imaging Atmospheric Cherenkov Telescope Full-Event Reconstruction with a Deep Multi-Task Learning Architecture

Mikaël Jacquemont , Thomas Vuillaume , Alexandre Benoît , Gilles Maurin , Patrick Lambert
Astronomical Data Analysis Software and Systems ADASS XXX, Nov 2020, Granada, Spain
Conference papers hal-03043005v1
Image document

GammaLearn: a Deep Learning framework for IACT data

Mikaël Jacquemont , Thomas Vuillaume , A Benoit , Gilles Maurin , Patrick Lambert
36th International Cosmic Ray Conference, Jul 2019, Madison, United States. pp.705
Conference papers hal-02197399v1
Image document

Indexed Operations for Non-rectangular Lattices Applied to Convolutional Neural Networks

Mikaël Jacquemont , Luca Antiga , Thomas Vuillaume , Giorgia Silvestri , A Benoit
VISAPP, 14th International Conference on Computer Vision Theory and Applications, Feb 2019, Prague, Czech Republic
Conference papers hal-02087157v1
Image document

GammaLearn - first steps to apply Deep Learning to the Cherenkov Telescope Array data

Thomas Vuillaume , Mikaël Jacquemont , Luca Antiga , A Benoit , Patrick Lambert
23rd International Conference on Computing in High Energy and Nuclear Physics (CHEP 2018), Jul 2018, Sofia, Bulgaria
Conference papers hal-02197396v1

GammaLearn - first steps to apply Deep Learning to the Cherenkov Telescope Array data

Thomas Vuillaume , Jacquemont Mikael , Luca Antiga , Alexandre Benoit , Patrick Lambert
23rd International Conference on Computing in High Energy and Nuclear Physics, Jul 2018, Sofia, Bulgaria. pp.06020, ⟨10.1051/epjconf/201921406020⟩
Conference papers hal-02403733v1

$ps^2chitt!$ – A Python package for the modelling of atmoSpheric Showers and CHerenkov Imaging Terrestrial Telescopes

Thomas Vuillaume , Florian Gaté , Gilles Maurin , Jean Jacquemier , Giovanni Lamanna
35th International Cosmic Ray Conference, Jul 2017, Busan, South Korea. pp.772, ⟨10.22323/1.301.0772⟩
Conference papers hal-01903439v1

High Performance Computing algorithms for Atmospheric Cherenkov Telescopes

Thomas Vuillaume , Pierre Aubert , Gilles Maurin , Jean Jacquemier , Giovanni Lamanna
The 35th International Cosmic Ray Conference, the Astroparticle Physics Conference, Jul 2017, Bexco Busan, South Korea
Conference papers hal-01745128v1

A inhomogenous jet model for the broad band emission of radio loud AGNs

Thomas Vuillaume , Gilles Henry , Pierre-Olivier Petrucci
35th International Cosmic Ray Conference, Jul 2017, Busan, South Korea. pp.864, ⟨10.22323/1.301.0864⟩
Conference papers hal-01890893v1

Gammapy - A prototype for the CTA science tools

Christoph Deil , Roberta Zanin , Julien Lefaucheur , Catherine Boisson , Bruno Khélifi
35th International Cosmic Ray Conference, Jul 2017, Busan, South Korea. pp.766, ⟨10.22323/1.301.0766⟩
Conference papers hal-01891750v1

High Performance Computing algorithms for Atmospheric Cherenkov Telescopes

Thomas Vuillaume , Pierre Aubert , Gilles Maurin , Jean Jacquemier , Giovanni Lamanna
35th International Cosmic Ray Conference, Jul 2017, Busan, South Korea. pp.771, ⟨10.22323/1.301.0771⟩
Conference papers hal-01890981v1
Image document

Modélisation de l'émission des noyaux actifs de galaxie à l'ère Fermi

Thomas Vuillaume
Astrophysique [astro-ph]. Université Grenoble Alpes, 2015. Français. ⟨NNT : 2015GREAY089⟩
Theses tel-01686284v1
Image document

Modeling the emission of active galactic nuclei at Fermi's era

Thomas Vuillaume
High Energy Astrophysical Phenomena [astro-ph.HE]. Université Grenoble Alpes, 2015. English. ⟨NNT : ⟩
Theses tel-01254723v2