Recommenadation aided Caching using Combinatorial Multi-armed Bandits

arXiv:2405.00080v1 Announce Type: new
Abstract: We study content caching with recommendations in a wireless network where the users are connected through a base station equipped with a finite-capacity cache. We assume a fixed set of contents with unknown user preferences and content popularities. We can recommend a subset of the contents to the users which encourages the users to request these contents. Recommendation can thus be used to increase cache hits. We formulate the cache hit optimization problem as a …

abstract arxiv cache caching capacity contents cs.ir cs.lg cs.ni multi-armed bandits network recommendations set study through type wireless