Online Learning

Online Caching with no Regret: Optimistic Learning via Recommendations featured image

Online Caching with no Regret: Optimistic Learning via Recommendations

An optimistic learning framework for online caching that leverages recommendations to improve regret without sacrificing worst-case guarantees.

avatar
Naram Mhaisen
•
Optimistic Online Non-stochastic Control via FTRL featured image

Optimistic Online Non-stochastic Control via FTRL

Optimistic FTRL controllers for online non-stochastic control with improved performance under accurate predictions.

avatar
Naram Mhaisen
•
Optimistic No-regret Algorithms for Discrete Caching featured image

Optimistic No-regret Algorithms for Discrete Caching

No-regret algorithms for discrete caching that integrate untrusted predictions for improved performance.

avatar
Naram Mhaisen
•

Online Caching with Optimistic Learning

Online caching with optimistic learning, exploiting predictions while keeping no-regret guarantees.

avatar
Naram Mhaisen
•