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Jamesflynn1 avatar Jamesflynn1 commented on June 23, 2024

A little more work on this is required

from cs344-opponent-exploitation-poker.

Jamesflynn1 avatar Jamesflynn1 commented on June 23, 2024

CFR Key Ideas:
Maximum regret over all actions approaches zero.
The that such rate goes to zero is governed by a regret bound which is algorithm dependent.

EFR Key ideas:
Time selection regret minimisation
Time selection functions (experts deciding who to listen to)
Deviations (take different actions depending on the current information set, proceeding information set or previous information set)
Hindsight rationality
Observable hindsight rationality (keep some observations hidden to limit computational complexity, given this allow the learner to be rational to the best of their observations).
Partial deviation sequences (allow three distinct phases, correlated play, deviated play, recorrelated play, this is shown to improve strategic power).
Mediated equilibrium (an equilibrium strategy profile where each player is rational with respect to a deviation set).
Memory probability function with respect to a deviation (generalises counterfactual reach probability to account for memory states and additionally playouts according to a given deviation)

from cs344-opponent-exploitation-poker.

Jamesflynn1 avatar Jamesflynn1 commented on June 23, 2024

Initial ideas are good, need to write this up

from cs344-opponent-exploitation-poker.

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