doi.bio/r%C3%A9mi_munos

Rémi Munos

Rémi Munos is a Senior Researcher at Google DeepMind with a focus on reinforcement learning and machine learning.

Biography

Munos is currently a Senior Researcher at Google DeepMind, having joined in 2013. Prior to this, he was at Microsoft Research New England from 2013 to 2014. He has also held teaching positions and been involved in numerous projects and activities.

Education

Munos received his Master's in Maths, Vision, and Learning from ENS Cachan.

Research

Munos' research interests include reinforcement learning, Monte-Carlo Tree Search, optimisation, planning, statistical learning, and random projections for least squares regression. He has published extensively in these areas, with notable works including:

• "From bandits to Monte-Carlo Tree Search: The optimistic principle applied to Optimization and Planning" (2014)
• "Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning" (2020)
• "Curiosity in Hindsight: Intrinsic Exploration in Stochastic Environments"
• "The Advantage Regret-Matching Actor-Critic"
• "Monte-Carlo Tree Search as Regularized Policy Optimization"

Youtube Videos

Youtube Title: Retour de Rémi Munos en France et ouverture de DeepMind Paris

Youtube Link: link

Youtube Channel Name: Google DeepMind

Youtube Channel Link: https://www.youtube.com/@Google_DeepMind

Retour de Rémi Munos en France et ouverture de DeepMind Paris

Youtube Title: Demo of the SOO algorithm, Part 1 (sinus function)

Youtube Link: link

Youtube Channel Name: Rémi Munos

Youtube Channel Link: https://www.youtube.com/@remimunos

Demo of the SOO algorithm, Part 1 (sinus function)

Youtube Title: Demo SOO algorithm, Part 4 (2-d function)

Youtube Link: link

Youtube Channel Name: Rémi Munos

Youtube Channel Link: https://www.youtube.com/@remimunos

Demo SOO algorithm, Part 4 (2-d function)

Youtube Title: Demo of the SOO algorithm, Part 2 (garland function)

Youtube Link: link

Youtube Channel Name: Rémi Munos

Youtube Channel Link: https://www.youtube.com/@remimunos

Demo of the SOO algorithm, Part 2 (garland function)

Youtube Title: Acrobot optimal control problem

Youtube Link: link

Youtube Channel Name: Rémi Munos

Youtube Channel Link: https://www.youtube.com/@remimunos

Acrobot optimal control problem

Youtube Title: Demo SOO algorithm, part 3 (Brownian motion)

Youtube Link: link

Youtube Channel Name: Rémi Munos

Youtube Channel Link: https://www.youtube.com/@remimunos

Demo SOO algorithm, part 3 (Brownian motion)

Youtube Title: ICML 2023 - Adapting to game trees in zero-sum imperfect information games

Youtube Link: link

Youtube Channel Name: AI Breakdown

Youtube Channel Link: https://www.youtube.com/@AGIBreakdown

ICML 2023 - Adapting to game trees in zero-sum imperfect information games

Youtube Title: A Distributional Approach to Reinforcement Learning - paper presentation

Youtube Link: link

Youtube Channel Name: iworeushankaonce

Youtube Channel Link: https://www.youtube.com/@iworeushankaonce

A Distributional Approach to Reinforcement Learning - paper presentation

Youtube Title: an introduction to Implicit Quantile Network (IQN)

Youtube Link: link

Youtube Channel Name: the wings

Youtube Channel Link: https://www.youtube.com/@thewings929

an introduction to Implicit Quantile Network (IQN)

Youtube Title: RL Theory Seminar: Matthieu Geist

Youtube Link: link

Youtube Channel Name: RL theory seminars

Youtube Channel Link: https://www.youtube.com/@RLtheory

RL Theory Seminar: Matthieu Geist

Youtube Title: How to trap a gradient flow

Youtube Link: link

Youtube Channel Name: Stanford Research Talks

Youtube Channel Link: https://www.youtube.com/@stanfordresearchtalks8541

How to trap a gradient flow

Youtube Title: Si Supieras - Jessi Uribe / Luisito Muñoz

Youtube Link: link

Youtube Channel Name: Jessi Uribe

Youtube Channel Link: https://www.youtube.com/channel/UC8Ef_5RvcZb3KxI3J5r5Sxg

Si Supieras - Jessi Uribe / Luisito Muñoz

Youtube Title: Alemi Bustos - La Era de Hielo (Video Oficial)

Youtube Link: link

Youtube Channel Name: AfinArte Music

Youtube Channel Link: https://www.youtube.com/@AfinArteMusicoficial

Alemi Bustos - La Era de Hielo (Video Oficial)

Youtube Title: Maximum a-posteriori Policy Optimisation

Youtube Link: link

Youtube Channel Name: Yuval Tassa

Youtube Channel Link: https://www.youtube.com/@yuvaltassa3483

Maximum a-posteriori Policy Optimisation

Youtube Title: RL Theory Seminar: Pierre Ménard

Youtube Link: link

Youtube Channel Name: RL theory seminars

Youtube Channel Link: https://www.youtube.com/@RLtheory

RL Theory Seminar: Pierre Ménard

Youtube Title: Michelle Maciel, Eden Muñoz, Panter Bélico - CCC (Remix) (Video Oficial)

Youtube Link: link

Youtube Channel Name: Michelle Maciel

Youtube Channel Link: https://www.youtube.com/channel/UCrHRXEqAka1WCRhGSuPKIeg

Michelle Maciel, Eden Muñoz, Panter Bélico - CCC (Remix) (Video Oficial)

Youtube Title: Playing Montezuma’s Revenge with Intrinsic Motivation based on PixelCNN

Youtube Link: link

Youtube Channel Name: Georg Ostrovski

Youtube Channel Link: https://www.youtube.com/@georgostrovski7929

Playing Montezuma’s Revenge with Intrinsic Motivation based on PixelCNN

Youtube Title: Learning Freeway Value Distributions

Youtube Link: link

Youtube Channel Name: Will Dabney

Youtube Channel Link: https://www.youtube.com/@willdabney907

Learning Freeway Value Distributions