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Double Oracle Algorithm for Computing Equilibria in Continuous Games

AAAI 2021 · Learning theory and algorithms › Submodular and game algorithms · approach: Zero-sum game learning dynamics · 14 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use the double oracle algorithm instead of fictitious playcontinuous polynomial game G1 · G1convergence speedHelped
use the double oracle algorithm instead of fictitious playcontinuous game G2 (Townsend function) · G2convergence speedHelped
use the double oracle algorithm instead of fictitious playcontinuous Colonel Blotto game · Colonel Blottoconvergence speedHelped
initialize both players' strategy sets with the battlefield corner points instead of a random point (ablation)double oracle for Colonel Blotto · Colonel Blotto, 3 battlefields, equal weightsconvergence speedHelped
initialize both players' strategy sets with the whole grid (ablation)double oracle for Colonel Blotto · Colonel Blotto, 3 battlefieldsiterations to convergenceHelped
use a random initial strategy instead of grid-aligned initial strategies (ablation)double oracle for Colonel Blotto · Colonel Blotto, 3 battlefieldsconvergence speedHurt
vary the battlefield count while holding c fixed (ablation)double oracle for Colonel Blotto · Colonel Blotto, 3 and 10 battlefields, c=1/16convergence speedNo clear effect
vary c (ablation)double oracle for Colonel Blotto · Colonel Blottoconvergence speedMixed

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