2 papers
eess.SP2026
ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis
Amir Masoud Molaei, Nidhi Simmons, David E. Simmons +2
Machine learning (ML)-assisted outage-based resource allocation has recently emerged as an effective alternative to conventional scheduling methods in reliability-critical wireless…
stat.ML2025
To Trust or Not to Trust: On Calibration in ML-based Resource Allocation for Wireless Networks
Rashika Raina, Nidhi Simmons, David E. Simmons +2
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 r…