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Shubham Vaishnav

2 papers indexed

arxivcs.NIcs.AI2026-07-09

Spatio-Temporal Scheduling Prediction Under Backhaul Delay for Resilient Coordinated Beamforming

Prashant Kumar Singh, Shubham Vaishnav, Ahmet Hasim Gökceoglu, Li Wang

Coordinated beamforming in distributed 5G networks relies on the timely exchange of inter-cell scheduling information, but backhaul latency makes this information stale. Even a single transmission time interval (TTI) of delay can reduce CBF-SLNR performance below the uncoordinate…

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arxivcs.NIcs.AI2026-07-09

ADORN: Adaptive Drift handling for Open RAN using Reinforcement Learning

Ashit Kumar Subudhi, Bhargav Chirumamilla, Shubham Vaishnav, Mduduzi C. Hlophe, Praveen Kumar Donta, Andrea Fumagalli, et al.

Dynamic traffic variations in Open Radio Access Networks (O-RAN) lead to drift, which degrades the performance of Artificial Intelligence/Machine Learning (AI/ML) models. Traditional retraining approaches maintain forecasting accuracy but incur high computational cost and may lea…

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