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Another Finding: AOD-CFR An earlier experiment on a different training set (2-player Kuhn Poker, 2-player Leduc Poker, 4-card Goofspiel, 4-sided Liars Dice) yielded a second variant, Asymmetric Optimistic Discounted CFR (AOD-CFR). It employs a linear schedule for discounting cumulative regrets (α shifts from 1.0 to 2.5 over 500 rounds, β from 0.5 to 0.0), sign-based scaling of immediate regret, trend-based policy optimism via an Exponential Moving Average of cumulative regrets, and polynomial policy averaging with an exponent γ rising from 1.0 to 5.0. The team notes it achieves strong results using more traditional mechanisms than VAD-CFR.
Image: Disney / Gilles Mingasson