Concentration bounds on response-based vector embeddings of black-box generative models

By Aranyak Acharyya, Joshua Agterberg, Youngser Park, Carey E. Priebe. 2025

Subfields: Statistics and Probability, Generative Models, Representation & Self-Supervised Learning

Citations in the corpus

• Query-efficient model evaluation using cached responses (2026, unknown): “Further, the error of the worst estimate is bounded above by a constant dependent on the number of models, the number of queries, the number of replicates, and the DKPS dimension: r, d ) with high probability (Acharyya et al., 2025).”