Develops a directional bias certificate (M_bias, ρ) and Ellipsoidal-MINUCB algorithm that assigns direction-specific bias budgets, enabling improved regret in aligned offline-to-online linear bandit settings.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Direction-Aware Offline-to-Online Learning in Linear Contextual Bandits
Develops a directional bias certificate (M_bias, ρ) and Ellipsoidal-MINUCB algorithm that assigns direction-specific bias budgets, enabling improved regret in aligned offline-to-online linear bandit settings.