Advanced Wireless Network Optimization

Neueste Paper

• Offline Diffusion Policy for Multi-User Delay-Constrained Scheduling

  Zhuoran Li, Ruishuo Chen, Hai Zhong, Longbo Huang · 11. Juni 2026

  Effective multi-user delay-constrained scheduling is crucial in various real-world applications, including embodied AI, instant messaging, live streaming, and data center management, where efficient resource allocation is required among users with diverse delay sensitivities. In these scenarios, sch…

• A Context Augmented Multi-Play Multi-Armed Bandit Algorithm for Fast Channel Allocation in Opportunistic Spectrum Access

  Ruiyu Li, Guangxia Li, Xiao Lu, Jichao Liu, Yan Jin · 26. Mai 2026

  We study the restless contextual multi-play multi-armed bandit (MP-MAB) problem for channel allocation in the opportunity spectrum access (OSA) scenario. Most existing MP-MAB methods are impractical for real-world OSA systems as they assume many ideal conditions, incur a heavy computational cost, an…

• A Unified Framework for Analyzing Meta-algorithms in Online Convex Optimization

  Mohammad Pedramfar, Vaneet Aggarwal · 23. Februar 2026

  In this paper, we analyze the problem of online convex optimization in different settings, including different feedback types (full-information/semi-bandit/bandit/etc) in either stochastic or non-stochastic setting and different notions of regret (static adversarial regret/dynamic regret/adaptive re…

• To Trust or Not to Trust: On Calibration in ML-based Resource Allocation for Wireless Networks

  Rashika Raina, Nidhi Simmons, David E. Simmons, Michel Daoud Yacoub, Trung Q. Duong · 10. November 2025

  In next-generation communications and networks, machine learning (ML) models are expected to deliver not only accurate predictions but also well-calibrated confidence scores that reflect the true likelihood of correct decisions. This paper studies the calibration performance of an ML-based outage pr…