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On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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3 results for “Incentive-Based”
A Crowdsourcing Framework for On-Device Federated Learningcs.LG

A crowdsourcing framework improves communication efficiency in federated learning.

problem Improving communication efficiency in federated learning with uncoordinated clients.
method Formulated a utility maximization problem and proposed a crowdsourcing framework.
result Simulated results show up to 22% gain in offered reward.
federated learningcrowdsourcingcommunication efficiencyincentive-based interactionStackelberg game
2019-11-04abs ↗pdf ↗