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Exploiting Opponents Under Utility Constraints in Sequential Games

NeurIPS 2021 · Multi-agent systems and games › Games and equilibria · approach: Cooperation and social dilemmas · 2 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use psi-approximated COX-UCB (psi = 0.5, 0.7, 0.9) instead of exact COX-UCB (ablation)COX-UCB · Kuhn poker kuhn_7cumulative regretNo clear effect
use psi-approximated COX-UCB (psi = 0.5, 0.7, 0.9) instead of exact COX-UCB (ablation)COX-UCB · Leduc poker leduc_2cumulative regretMixed
play a random strategy from the utility-constrained set instead of COX-UCBCOX-UCB · Kuhn and Leduc pokercumulative regretHurt

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