ProCreations/repro-demystifying-llm-as-a-judge-analytically-tractable-model-for-inference-time-scaling

Independent reproduction

Independent reproduction of Revenue Guarantees of No-Swap-Regret Dynamics in First Price Auctions (OpenReview n50Ipdt5d5). Complete source, case-level outputs, negative controls, and SHA-256 manifests are included.

The additive anchored-claim audit supplies the two experiments absent from the first revision: 48 exact low-revenue approximate-equilibrium witnesses with 24 destructive controls, and 16 independent full-information no-swap-regret auction dynamics through 50,000 rounds. The empirical correlated-equilibrium gap falls from median 0.096141 to 0.016530, while its independently computed identity with realized swap regret divided by the horizon holds exactly.