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ResearchFormerly WizWand

Continual Learning on CTrL S+ stream

65.3AccuracyER
18.60430.72742.8554.973Nov 15, 2021
Updated 8mo ago

Evaluation results

MethodLinks
ERNumber of Modules (M)=4, Fixed Capacity=true, Task-ID Agnostic=true, Single-head (S)=true2021.1165.36
EXPERTSNumber of Modules (M)=24, Fixed Capacity=false, Task-ID Agnostic=false2021.1163.20
ERNumber of Modules (M)=4, Fixed Capacity=true, Task-ID Agnostic=false2021.11633.8
MNTDPNumber of Modules (M)=21.0, Fixed Capacity=false, Task-ID Agnostic=false2021.1162.60
LMCNumber of Modules (M)=22.3, Fixed Capacity=false, Task-ID Agnostic=true2021.1162.22.3
SG-FNumber of Modules (M)=20.8, Fixed Capacity=false, Task-ID Agnostic=false2021.1161.50
HATNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1161.4-0.2
LMCNumber of Modules (M)=21.3, Fixed Capacity=false, Task-ID Agnostic=false, Variant=-A2021.1160.1-1.4
LMCNumber of Modules (M)=15.3, Fixed Capacity=false, Task-ID Agnostic=true, Hard Module Selection (H)=true2021.1155.8-0.3
O-EWCNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1154.6-1.3
EWCNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1153.4-2.3
MNTDPNumber of Modules (M)=20.7, Fixed Capacity=false, Task-ID Agnostic=true2021.1143.2-10.8
FINETUNE LNumber of Modules (M)=24, Fixed Capacity=true2021.1138.2-25.8
FINETUNENumber of Modules (M)=4, Fixed Capacity=true2021.1131.4-29.3
SG-FNumber of Modules (M)=16.0, Fixed Capacity=false, Task-ID Agnostic=true2021.1120.4-39.3