# Research

## Risk-aware linear bandits with convex loss

Linear bandits with a twist.

## Bregman Deviations of Generic Exponential Families

Time-uniform concentration for a vast class of parametric distributions.

## From Optimality to Robustness: Dirichlet Sampling Strategies in Stochastic Bandits

State-of-the-art randomized bandit algorithm with guarantees under weak assumptions.