Skip to Main Content
Table 1:
Comparison of Different Models in Terms of the Desirable Properties They Fulfill.
Property-ModelKnowledge RetentionKnowledge TransferParameter EfficiencyModel Expansion
EWC ✓  ✓  
IMM ✓ ✓ ✓  
iCaRL ✓  ✓  
NCM ✓  ✓  
LwF ✓    
GEM ✓ ✓ ✓  
Net2Net   ✓ ✓ 
Progressive Nets ✓ ✓  ✓ 
Network of Experts ✓ ✓  ✓ 
Piggyback ✓   ✓ 
HAT ✓ ✓ ✓  
Property-ModelKnowledge RetentionKnowledge TransferParameter EfficiencyModel Expansion
EWC ✓  ✓  
IMM ✓ ✓ ✓  
iCaRL ✓  ✓  
NCM ✓  ✓  
LwF ✓    
GEM ✓ ✓ ✓  
Net2Net   ✓ ✓ 
Progressive Nets ✓ ✓  ✓ 
Network of Experts ✓ ✓  ✓ 
Piggyback ✓   ✓ 
HAT ✓ ✓ ✓  
Close Modal

or Create an Account

Close Modal
Close Modal