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cs.IT2025
The Conditional Regret-Capacity Theorem for Batch Universal Prediction
Marco Bondaschi, Michael Gastpar
We derive a conditional version of the classical regret-capacity theorem. This result can be used in universal prediction to find lower bounds on the minimal batch regret, which is…
cs.IT2024
Batch Universal Prediction
Marco Bondaschi, Michael Gastpar
Large language models (LLMs) have recently gained much popularity due to their surprising ability at generating human-like English sentences. LLMs are essentially predictors, estim…