Enabling long-term fairness in dynamic resource allocation

T Si Salem, G Iosifidis, G Neglia - … of the ACM on Measurement and …, 2022 - dl.acm.org
We study the fairness of dynamic resource allocation problem under the α-fairness criterion.
We recognize two different fairness objectives that naturally arise in this problem: the well …

Optimistic no-regret algorithms for discrete caching

N Mhaisen, A Sinha, G Paschos, G Iosifidis - Proceedings of the ACM on …, 2022 - dl.acm.org
We take a systematic look at the problem of storing whole files in a cache with limited
capacity in the context of optimistic learning, where the caching policy has access to a …

Optimizing Network Performance Through Joint Caching and Recommendation Policy for Continuous User Request Behavior

Q Ning, M Yang, C Tang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Edge caching is a widely adopted technique for improving network performance and user
experience. To optimize its benefits, researchers are exploring the use of recommendation …

Online learning for network resource allocation

TS Salem - ACM SIGMETRICS Performance Evaluation Review, 2023 - dl.acm.org
Motivation. Connectivity and ubiquity of computing devices enabled a wide spectrum of
network applications such as content delivery, interpersonal communication, and …

Optimistic Online Non-stochastic Control via FTRL

N Mhaisen, G Iosifidis - arXiv preprint arXiv:2404.03309, 2024 - arxiv.org
This paper brings the concept of" optimism" to the new and promising framework of online
Non-stochastic Control (NSC). Namely, we study how can NSC benefit from a prediction …

Optimistic No-regret Algorithms for Discrete Caching

N Mhaisen, A Sinha, G Paschos, G Iosifidis - Abstract Proceedings of the …, 2023 - dl.acm.org
We take a systematic look at the problem of storing whole files in a cache with limited
capacity in the context of optimistic learning, where the caching policy has access to a …

Apprentissage séquentiel pour l'allocation de ressources dans les réseaux

T Si Salem - 2022 - theses.fr
Résumé L'allocation de ressources dans les réseaux est un problème complexe et
fondamental en informatique. Il s' agit d'un processus dans lequel les composants d'un …