 We use the blockchain to replace the centralized aggregator which belongs to the third party in FL.
<meaning-changed>  We use the blockchain to replace the centralized aggregator which belongs to the third party in FL.
 We use the blockchain to replace the centralized aggregator in the traditional FL system. Since records on the blockchain are untampered, malicious customers or manufacturers' activities are traceable.