1 citations · 1 across the 2 of their papers we have counts for
4 papers
Windex: Realtime Neural Whittle Indexing for Scalable Service Guarantees in NextG Cellular Networks
Archana Bura, Ushasi Ghosh, Dinesh Bharadia +1
We address the resource allocation challenges in NextG cellular radio access networks (RAN), where heterogeneous user applications demand guarantees on throughput and service regul…
Structured Reinforcement Learning for Media Streaming at the Wireless Edge
Archana Bura, Sarat Chandra Bobbili, Shreyas Rameshkumar +3
Media streaming is the dominant application over wireless edge (access) networks. The increasing softwarization of such networks has led to efforts at intelligent control, wherein…
Learning to Cache and Caching to Learn: Regret Analysis of Caching Algorithms
Archana Bura, Desik Rengarajan, Dileep Kalathil +2
Crucial performance metrics of a caching algorithm include its ability to quickly and accurately learn a popularity distribution of requests. However, a majority of work on analyti…
QFlow: A Learning Approach to High QoE Video Streaming at the Wireless Edge
Rajarshi Bhattacharyya, Archana Bura, Desik Rengarajan +6
The predominant use of wireless access networks is for media streaming applications, which are only gaining popularity as ever more devices become available for this purpose. Howev…