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Mobile crowdsensing (MCS) combined with federated learning, as an emerging data collection and intelligent process paradigm, has received lots of attention in social networks and mobile Internet-of-Things, etc. However, as the openness and transparent of mobile crowdsensing tasks, federated learning model and training samples for crowdsensing data still face enormous privacy revealing risks, and it will reduce the willingness of people or nodes to actively participate and provide data in MCS. In this paper, we present a Privacy-Enhanced Aggregation for Federated Learning in MCS, namely Privacy...

Buying a used car? Make sure it's covered under sgCarMart Warranty! Some people might argue that the Lemon Law is adequate to protect consumers from buying defective goods (like a used car, for example). But wiser people will tell you that the Lemon Law is very ambiguous and has many grey areas or loopholes.   Common problems that arise with a used car Due to wear and tear, used cars are highly susceptible to breakdowns compared to new cars The last thing you want to happen after you fork out a substantial amount of cash for a used car would be breakdowns. From simple things like a dead batt...