Phd in Deep Reinforcement Learning at Sequel (CRIStAL/Inria Lab in Lille - France)
Hi, I'm Mathieu SEURIN
I obtained my P.h.D in 2021 working on Deep Reinforcement Learning. I did a Master's Degree in Machine Learning, Big Data and Knowledge Representation (DAC) at the french Université Pierre et Marie Curie.
I was supervised by Pietquin Olivier (Google Brain) and Preux Phillipe (team SequeL at CRIStAL/INRIA) and the thesis is available here
I'm now looking for a job or Post-Doc in Machine Learning applied to Environmental Science and Climate Change Issues.
Publications (Google scholar)
IJCAI'21 : Don't Do What Doesn't Matter : Instrinsic Motivation with Action Usefulness (M. Seurin, F. Strub, P. Preux, O. Pietquin) https://arxiv.org/abs/2105.09992
Interspeech'20 : A Machine of Few Words - Interactive Speaker Recognition with Reinforcement Learning (M. Seurin, F. Strub, P. Preux, O. Pietquin) https://arxiv.org/abs/2008.03127
IJCNN'20 : "I'm sorry Dave, i'm afraid i can't do that" Deep Q-Learning from forbidden action (M. Seurin, P. Preux, O. Pietquin) https://arxiv.org/pdf/1910.02078.pdf
APDRL'20 : HIGhER : Improving instruction following with Hindsight Generation for Experience Replay (G. Cideron*, M. Seurin*, F. Strub, O. Pietquin) https://arxiv.org/abs/1910.09451
IJCNN'19 : Unsupervised state representation learning with robotic priors: a robustness benchmark (T. Lesort*, M. Seurin*, X. Li, N. Díaz Rodríguez, D. Filliat) http://arxiv.org/abs/1709.05185
ECCV'18 : Visual Reasoning with a Multi-hop FiLM Generator (F. Strub, M. Seurin, E. Perez, H. De Vries, J. Mary, P. Preux, A. Courville, O. Pietquin) https://arxiv.org/abs/1808.04446
* = Equal Contribution.
 Co-Organizer of Reinforcement Learning Summer School (RLSS) with other SequeL member https://rlss.inria.fr/
 Co-Organizer of the European Workshop on Reinforcement Learning (EWRL) with Matteo Pirotta, Ronan Fruit and Florian Strub https://ewrl.wordpress.com/ewrl14-2018/
Template can be found here : https://github.com/eleurent/inria-beamer
[10/2019] Sequel Seminar : "I'm Sorry Dave, I'm afraid I can't do that ... I didn't understand" (slides available)
I also give courses to the Lille3's student in Machine Learning, Python, Data-Processing and Database Management