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cs.LG2025
Multi-Agent Reinforcement Learning for Task Offloading in Wireless Edge Networks
Andrea Fox, Francesco De Pellegrini, Eitan Altman
In edge computing systems, autonomous agents must make fast local decisions while competing for shared resources. Existing MARL methods often resume to centralized critics or frequ…
cs.NI2025
Performing Load Balancing under Constraints
Andrea Fox, Francesco De Pellegrini, Eitan Altman +2
Join-the-shortest queue (JSQ) and its variants have often been used in solving load balancing problems. The aim of such policies is to minimize the average system occupation, e.g.,…