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https://github.com/eleurent/phd-thesis

My PhD thesis. I defended on the 30th of October, 2020! See https://github.com/eleurent/phd-defense/
https://github.com/eleurent/phd-thesis

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My PhD thesis. I defended on the 30th of October, 2020! See https://github.com/eleurent/phd-defense/

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# Safe and Efficient Reinforcement Learning for Behavioural Planning in Autonomous Driving

Social Attention

Risk Awareness

Robust Control

This repository holds the LaTeX code of my PhD Thesis.

* Read the [**pdf** file](https://tel.archives-ouvertes.fr/tel-03035705) (for display on a screen :computer:);
* or the [print version](http://www.edouardleurent.com/pdf/phd-thesis-print.pdf) (for printing on paper :book:).

![Build LaTeX](https://github.com/eleurent/phd-thesis/workflows/Build%20LaTeX/badge.svg)

# Publications in this thesis

Robust-Adaptive Control of Linear Systems: beyond Quadratic Costs

Edouard Leurent, Denis Efimov, and Odalric-Ambrym Maillard

NeurIPS 2020

Paper
Code

Monte-Carlo Graph Search: the Value of Merging Similar States

Edouard Leurent and Odalric-Ambrym Maillard

ACML 2020

Paper
Code

Robust-Adaptive Interval Predictive Control for Linear Uncertain Systems

Edouard Leurent, Denis Efimov, and Odlaric-Ambrym Maillard

CDC 2020

Paper
Code

Budgeted Reinforcement Learning in Continuous State Space

Nicolas Carrara,* Edouard Leurent,* Romain Laroche, Tanguy Urvoy, Odalric-Ambrym Maillard, and Olivier Pietquin

NeurIPS 2019

Paper
Code

Social Attention for Autonomous Decision-Making in Dense Traffic

Edouard Leurent and Jean Mercat

ML4AD Workshop at NeurIPS 2019

Paper
Code

Interval Prediction for Continuous-Time Systems with Parametric Uncertainties

Edouard Leurent, Denis Efimov, Tarek Raïssi, and Wilfrid Perruquetti

CDC 2019

Paper
Code

Practical Open-Loop Optimistic Planning

Edouard Leurent and Odalric-Ambrym Maillard

ECML-PKDD 2019

Paper
Code

* Equal contribution.

## Defense

I defended on the 30th of October 2020, in front of the jury composed of:

* Lucian Buşoniu
* Jorge Villagra
* Luce Brotcorne
* Marc Deisenroth
* Denis Efimov
* Odalric-Ambrym Maillard

The slides :newspaper: that I used are also [available online](https://eleurent.github.io/phd-defense/), and [open-source](https://github.com/eleurent/phd-defense).

## How to build the PDF?

I recommend using [latexmk](https://www.ctan.org/pkg/latexmk/) to build this project.

```latexmk -pdf PhD_thesis__Edouard_Leurent.tex```

It is used _e.g._ in the [latex-action](https://github.com/xu-cheng/latex-action) of the automatic [build workflow](/.github/workflows/main.yml).
LaTeX editors such as [Texstudio](https://www.texstudio.org/) can be configured to use latexmk as the default compiler.

## Credits

The template is inspired from [@Naereen/phd-thesis](https://github.com/Naereen/phd-thesis), also released under the MIT License.