@inproceedings{417a428519494ea2bc2c56090c36df6f,
title = "Chance-Constrained Task Offloading for Reliability Guarantees in Multi-Tenant Networks",
abstract = "We study the problem of task offloading under stochastic delays with reliability guarantees. We introduce the Chance-Constrained Multi-Armed Bandit (CCMAB) framework, where each tenant selects a server to minimize cost while ensuring its experienced delay satisfies a probabilistic latency constraint. We propose the Optimal Chance-Constrained (O2C) algorithm, which learns delay distributions and adapts allocation to meet chance constraints with high probability. We establish its admissibility and derive logarithmic regret bounds, proving strong performance guarantees. Experiments on multi-tenant offloading scenarios show that O2C achieves both reliability guarantees and low cost.",
keywords = "Chance constraints, Multiarmed bandits, Task offloading",
author = "Wei Huang and Richard Combes and Andrea Araldo and Hind Castel-Taleb and Badii Jouaber",
note = "Publisher Copyright: {\textcopyright} 2026 IEEE.; 2026 IEEE International Conference on Communications, ICC 2026 ; Conference date: 24-05-2026 Through 28-05-2026",
year = "2026",
month = jan,
day = "1",
doi = "10.1109/ICC59461.2026.11586921",
language = "English",
series = "IEEE International Conference on Communications",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
booktitle = "ICC 2026 - IEEE International Conference on Communications, Proceedings",
}