BOSS achieves tilde-O(N m sqrt(tau) + N^(2/3) tau^(2/3) d m^(1/3) + N d^2 + tau m d) meta-regret for sequential linear bandits with shared low-rank representations and no task diversity assumption.
Stochastic linear optimization under bandit feedback
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Beyond Task Diversity: Provable Representation Transfer for Sequential Multi-Task Linear Bandits
BOSS achieves tilde-O(N m sqrt(tau) + N^(2/3) tau^(2/3) d m^(1/3) + N d^2 + tau m d) meta-regret for sequential linear bandits with shared low-rank representations and no task diversity assumption.