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cs.GT2026
AV-AIVAT: 74x Cheaper Agent Evaluation with Certified Anytime-Valid Stopping in Imperfect-Information Games
Boning Li, Yu Chen, Longbo Huang
Deciding which of two agents is stronger means playing games until skill outweighs luck, and every game costs money, model inference, or expert time. Since the number of games need…
cs.GT2026
Correlated Chance Sampling for Monte Carlo Counterfactual Regret Minimization
Boning Li, Yu Chen, Longbo Huang
Monte Carlo Counterfactual Regret Minimization (MCCFR) repeatedly allocates chance outcomes while its strategy evolves, yet standard sampling draws those outcomes independently on…