Simulations identify three operating regimes for decentralized learning convergence under mobility and bandwidth constraints: inter-contact time dictates mixing, partial updates are tolerated with frequent contacts, and dense patterns cause contention.
Draco: Decentralized asynchronous fed- erated learning over row-stochastic wireless networks,
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Operating Regimes of Decentralized Learning Under Mobility and Bandwidth Constraints
Simulations identify three operating regimes for decentralized learning convergence under mobility and bandwidth constraints: inter-contact time dictates mixing, partial updates are tolerated with frequent contacts, and dense patterns cause contention.