Reinforcement Learning Summer School

June 26th to July 5th, 2023, Barcelona

Program

Week 1:

26/6
MONDAY
27/6
TUESDAY
28/6
WEDNESDAY
29/6
THURSDAY
30/6
FRIDAY
8:15-9:15 AM Registration
9:15-9:30 AM Opening Remarks
9:30-11:00 AM MDPs and Dynamic Programming
Bruno Scherrer
Slides
Temporal Difference Methods
Herke van Hoof
Slides, video
Hierarchical RL
Anders Jonsson
Slides, video
Concentration Inequalities
Yevgeny Seldin
Slides, video
Contextual Bandits
Claire Vernade
Slides, video
11:00-11:15 AM Coffee break
11:15-12:45 PM From MDPs to RL
Olivier Pietquin
Slides, video
Function Approximation
Vincent Fran├žois-Lavet
Slides, video
Policy Gradient Methods
Niao He
Slides, video
Stochastic Multi-Armed Bandits
Emilie Kaufmann
Slides, video
Exploration in RL
Alessandro Lazaric
Slides
12:45-2:45 PM Lunch break
2:45-4:15 PM Dynamic Programming
Roberto Cipollone, Nneka Okolo
Code
DQN Tutorial
Antonin Raffin
Slides, code
PPO Tutorial
Vincent Moens
Slides, code, solutions
MCTS Tutorial
Tor Lattimore
Slides, code
Bandits
Matteo Papini, Julia Olkhovskaia
Code
4:15-6:00 PM

Poster Session


6:00 PM Welcome Reception
9:00 PM Social Dinner

Week 2:

3/7
MONDAY
4/7
TUESDAY
5/7
WEDNESDAY
9:30-11:00 AM Regularization in RL
Matthieu Geist
Slides, video
Representation Learning and RL
Matteo Pirotta
Slides
Neural RL
Daniel McNamee
Slides
11:00-11:15 AM Coffee break
11:15-12:45 PM RL for Robotics
Gerhard Neumann
Slides, videos
Model-based RL
Felix Berkenkamp, Andreas Krause
Slides, video
Symmetries in RL
Elise van der Pol
12:45-2:45 PM Lunch break
2:45-4:15 PM Primal-Dual Methods
Gergely Neu
Slides, video
Safe RL
Felix Berkenkamp
Slides, video
Community Talks, Final Quizz, Closing Remarks
4:15-4:30 PM Poster Session Coffee break
4:30-6:00 PM Primal-Dual RL
Germano Gabbianelli
Colab, Code and Solutions
6:00 PM Closing Reception
9:00 PM Concert

Legend

Lectures Practical sessions Poster sessions Final quizz

Code and notebooks

https://github.com/rlsummerschool/practical-sessions

Locations

Lectures: Auditorium

Practical sessions: Room 52.015

Poster session: Sala Aranyo

The registration desk will be just outside of the auditorium