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cs.LG2026
Pay to Learn, Share to Earn: Incentivized Federated Multi-Player Bandits
Pavamana K J, Chandramani Singh
Federated multi-player multi-armed bandit problems model collaborative sequential decision-making where multiple players interact with a common bandit environment and share informa…
cs.NI2026
Lagrange Index based Scheduling for Minimizing Age of Updates from Heterogeneous Sources
Aniket Mukherjee, Joy Kuri, Chandramani Singh
Modern sensing systems generate heterogeneous updates ranging from small status packets to large data objects. We study a single-hop wireless uplink network where sensors generate…
cs.NI2026
Age Aware Content Fetching and Broadcast in a Sensing-as-a-Service System
Ankita Koley, Anu Krishna, Chandramani Singh +1
We consider a Sensing-as-a-Service (S2aaS) system consisting of a sensor, a set of users, and a sensor cloud service provider (SCSP). The sensor updates its content each time it ca…