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20062026
most citedReinforcement Learning with Sparse Rewards using Guidance from Offline Demonstration

27 citations · 108 across the 34 of their papers we have counts for

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Showing cs.NIShow all

10 papers · 1 filter

cs.NI2023★ 4 cited

EdgeRIC: Empowering Realtime Intelligent Optimization and Control in NextG Networks

Woo-Hyun Ko, Ushasi Ghosh, Ujwal Dinesha +3

Radio Access Networks (RAN) are increasingly softwarized and accessible via data-collection and control interfaces. RAN intelligent control (RIC) is an approach to manage these int…

cs.NI2020★ 1 cited

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…

cs.NI2019

Cache-Version Selection and Content Placement for Adaptive Video Streaming in Wireless Edge Networks

Archana Sasikumar, Tao Zhao, I-Hong Hou +1

Wireless edge networks are promising to provide better video streaming services to mobile users by provisioning computing and storage resources at the edge of wireless network. How…

cs.NI2019★ 3 cited

Mode-Suppression: A Simple, Stable and Scalable Chunk-Sharing Algorithm for P2P Networks

Vamseedhar Reddyvari Raja, Parimal Parag, Srinivas Shakkottai

The ability of a P2P network to scale its throughput up in proportion to the arrival rate of peers has recently been shown to be crucially dependent on the chunk sharing policy emp…

cs.NI2019

Broadcasting Real-Time Flows in Integrated Backhaul and Access 5G Networks

Aria HasanzadeZonuzy, I-Hong Hou, Srinivas Shakkottai

This paper studies the problem of broadcasting real-time flows in multi-hop wireless networks. We consider that each packet has a stringent deadline, and each node in the network o…

cs.NI2018★ 2 cited

FlowBazaar: A Market-Mediated Software Defined Communications Ecosystem at the Wireless Edge

Rajarshi Bhattacharyya, Bainan Xia, Desik Rengarajan +2

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…