3 papers
cs.LG2024
Extended Deep Submodular Functions
Seyed Mohammad Hosseini, Arash Jamshid, Seyed Mahdi Noormousavi +2
We introduce a novel category of set functions called Extended Deep Submodular functions (EDSFs), which are neural network-representable. EDSFs serve as an extension of Deep Submod…
cs.NI2024
Optimal Service Placement, Request Routing and CPU Sizing in Cooperative Mobile Edge Computing Networks for Delay-Sensitive Applications
Naeimeh Omidvar, Mahdieh Ahmadi, Seyed Mohammad Hosseini
We study joint optimization of service placement, request routing, and CPU sizing in a cooperative MEC system. The problem is considered from the perspective of the service provide…
cs.GT2024
Differentially Private Machine Learning-powered Combinatorial Auction Design
Arash Jamshidi, Seyed Mohammad Hosseini, Seyed Mahdi Noormousavi +1
We present a new approach to machine learning-powered combinatorial auctions, which is based on the principles of Differential Privacy. Our methodology guarantees that the auction…