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From A/B to RL (3/3): MENACE and Delayed Rewards

peterroelants.github.io · published 14 June 2026

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https://en.wikipedia.org/wiki/Tic-tac-toe
en.wikipedia.org
https://en.wikipedia.org/wiki/Matchbox_Educable_Noughts_and_Crosses_Engine
en.wikipedia.org
https://gwern.net/doc/reinforcement-learning/model-free/1963-michie.pdf
gwern.net
https://www.mscroggs.co.uk/img/full/menace.jpg
mscroggs.co.uk
https://www.mscroggs.co.uk/img/full/menace-example.png
mscroggs.co.uk
https://en.wikipedia.org/wiki/Urn_problem
en.wikipedia.org
https://en.wikipedia.org/wiki/Thompson_sampling
en.wikipedia.org
https://en.wikipedia.org/wiki/Symmetry
en.wikipedia.org
https://en.wikipedia.org/wiki/Self-play
en.wikipedia.org
https://en.wikipedia.org/wiki/Markov_decision_process
en.wikipedia.org
https://www.mscroggs.co.uk/menace/
mscroggs.co.uk
https://www.mscroggs.co.uk/blog/19
mscroggs.co.uk
http://incompleteideas.net/book/the-book-2nd.html
incompleteideas.net
https://github.com/peterroelants/peterroelants.github.io/blob/main/notebooks/from_ab_to_rl/post_03_delayed_feedback_menace.ipynb
github.com