Étienne Simon
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Résumé
Education
2022
PhD on Deep Learning applied to Natural Language Processing
2017 –2022
LIP6 , ISIR , Sorbonne University, Paris, France
2016
Master (M.Sc.) in Mathematics
2015 –2016
Master Mathematic Learning Vision (MVA)
École Normale Supérieure (ENS) de Paris-Saclay , Paris, France
2014
Master (M.Sc.) in Computer Science
2013 –2014
Parisian Master of Research in Computer Science (MPRI)
École Normale Supérieure (ENS) de Cachan (accepted as "Normalien" , first place ), Paris, France
2012 –2013
Master in Artificial Intelligence and Decision (IAD)
Pierre-et-Marie-Curie University (UPMC) , Paris, France
2012
Licence (B.Sc.) in Computer Science
2010 –2011 , 2012 (3 terms) Pierre-et-Marie-Curie University (UPMC) , Paris, France
2011 (1 term) Queen Mary University of London (QMUL) , London, United Kingdom
2009 –2010 (2 terms) Paul Sabatier University (UPS) , Toulouse, France
2009
Scientific Baccalauréat (end of high school diploma)
Lycée Ozenne, Toulouse, France
Internships
2016
Machine Translation with Memory Network
Facebook AI Research (Paris) with Holger Schwenk
The goal of this internship was to use a memory network decoder in an NMT system. details .
2014 –2015
Application of deep learning to variable length sequences
MILA (Montreal) with Yoshua Bengio
Application to natural language translation and trajectory prediction. details .
2014
Reasoning on representations learnt by neural networks
LIP6 (Paris) with Patrick Gallinari and Benjamin Piwowarski
Our goal was to develop methods to learn and generalize binary relations between concepts. details .
Publications
On the use of datasets’ topology to identify relational information (2023 )
Pre-print corresponding to the second half of my thesis.
(publication planned for 2023)
Deep Learning for Unsupervised Relation Extraction (2022 )
My PhD thesis.
Fine-tuning and Sampling Strategies for Multimodal Role Labeling of Entities under Class Imbalance (2022 , BibTeX )
With Syrielle Montariol, Arij Riabi and Djamé Seddah
CONSTRAINT 2022
Unsupervised Information Extraction: Regularizing Discriminative Approaches with Relation Distribution Losses (2019 , BibTeX )
With Vincent Guigue and Benjamin Piwowarski
ACL 2019 Long paper
Neural Machine Translation with Memory Network Based Attention (2017 )
With Holger Schwenk following an internship at FAIR
Theano: A Python framework for fast computation of mathematical expressions (2016 , BibTeX )
With Al-Rfou, Rami, Guillaume Alain, Amjad Almahairi, Christof Angermueller, Dzmitry Bahdanau, Nicolas Ballas, Frédéric Bastien et al. (The Theano Development Team)
Included as author following multiple contributions to Theano.
Artificial Neural Networks Applied to Taxi Destination Prediction (2015 , BibTeX )
With Alex Auvolat , Alexandre de Brébisson , Pascal Vincent and Yoshua Bengio
Accepted for oral presentation at ECML PKDD 2015 following our first place in the Taxi Trajectory Prediction Challenge (I).
Experiences
2017 –2019
Author of algorithmic challenges for Isograd (Battle Dev, Meilleur Dev de France, …).
2016 –2017
Author of secondary-school teacher certification (CAPES ) mock exams for the CNED (public institution under the oversight of the French Department of Education).
2012 –2017
Member of Prologin , the French national computer science contest.
Making algorithmic challenges, member of the jury, secretary of the association
2016
Open-source implementation of Deep Mind's Hermann et al. paper Teaching Machines to Read and Comprehend with Alex Auvolat and Thomas Mesnard .
2015
Winner of the Kaggle Competition ECML/PKDD 15: Taxi Trajectory Prediction (I) as part of team 🚕 with Alex Auvolat and Alexandre de Brébisson .
2013 –2014
Oral examiner ("colleur") in Computer Science at lycée Louis-le-Grand (MP/MP*, equivalent to college sophomore.)
2014
Creation of High School Computer Science courses for the GICS (the Group for Scientific Initiative and Culture.)
2013
Member of the jury of Prix Bernard Novelli , a programming contest for French high school students.
2012
Google Summer of Code on The Battle for Wesnoth .
Implementation in C++ of an action planning/management system.
2010 –2012
Triple finalist of Prologin , the French national computer science contest.
2009 –2010
Member of the Computer Science student association Comput'yourself.
2008 –2009
Co-founding member of BSD France, association promoting the use of BSD systems in France.
Skills
Programming
C++
Lua
Python
Perl
Haskell
Octave
LaTeX
…
Library
Tensorflow
Torch
Theano
NumPy
Boost
…
Environment
Unix
Mercurial
Vim
Languages
French (native)
English (fluent)