Research Article

Fed-Fi: Federated Learning Malicious Model Detection Method Based on Feature Importance

Algorithm 2

Fed-Fi.
Client operation:
 //Model training
if client k is sybil then:
  
else:
  
for each local epoch from 1 to E do
  for batch do
   
  end for
 return
Server operation:
 //Feature selection
 //Similarity contrast
for all clients do:
  
 end for
 //Model aggregation