9 citations · 11 across the 6 of their papers we have counts for
6 papers
Windex: Index-Driven Contextual Scheduler for Scalable Service Guarantees in NextG Cellular Networks
Archana Bura, Ushasi Ghosh, Dinesh Bharadia +2
Next-generation cellular networks must support heterogeneous service objectives, ranging from throughput-oriented eMBB to latency- and regularity-constrained URLLC and XR traffic.…
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…
DOPE: Doubly Optimistic and Pessimistic Exploration for Safe Reinforcement Learning
Archana Bura, Aria HasanzadeZonuzy, Dileep Kalathil +2
Safe reinforcement learning is extremely challenging--not only must the agent explore an unknown environment, it must do so while ensuring no safety constraint violations. We formu…
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…
Throughput of TCP over Cognitive Radio Channels
Sudheer Poojary, Akash Agrawal, Bhoomika Gupta +2
In this paper, we study the performance of a TCP connection over cognitive radio networks. In these networks, the network may not always be available for transmission. Also, the pa…