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ResearchFormerly WizWand

Continual Learning on CTrL S- stream

69.5AccuracyLMC
22.59634.77346.9559.127Nov 15, 2021
Updated 8mo ago

Evaluation results

MethodLinks
LMCNumber of Modules (M)=20.0, Fixed Capacity=false, Task-ID Agnostic=false, Variant=-A2021.1169.50
LMCNumber of Modules (M)=19.7, Fixed Capacity=false, Task-ID Agnostic=true2021.1168.5-0.1
MNTDPNumber of Modules (M)=16.0, Fixed Capacity=false, Task-ID Agnostic=false2021.1167.90
LMCNumber of Modules (M)=21.5, Fixed Capacity=false, Task-ID Agnostic=true, Hard Module Selection (H)=true2021.1167.6-0.8
LMCNumber of Modules (M)=15.7, Fixed Capacity=false, Task-ID Agnostic=true2021.1167.2-0.5
LMCNumber of Modules (M)=15.3, Fixed Capacity=false, Task-ID Agnostic=false, Variant=-A2021.1166.60
MNTDPNumber of Modules (M)=13.7, Fixed Capacity=false, Task-ID Agnostic=false2021.1166.30
SG-FNumber of Modules (M)=17.5, Fixed Capacity=false, Task-ID Agnostic=false2021.1165.50
LMCNumber of Modules (M)=16.2, Fixed Capacity=false, Task-ID Agnostic=true, Hard Module Selection (H)=true2021.1164.9-0.2
ERNumber of Modules (M)=4, Fixed Capacity=true, Task-ID Agnostic=false2021.1163.8-1.9
HATNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1163.7-1.3
SG-FNumber of Modules (M)=14.7, Fixed Capacity=false, Task-ID Agnostic=false2021.1163.60
EXPERTSNumber of Modules (M)=24, Fixed Capacity=false, Task-ID Agnostic=false2021.1163.10
EWCNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1162.7-3.6
EXPERTSNumber of Modules (M)=24, Fixed Capacity=false, Task-ID Agnostic=false2021.1162.70
O-EWCNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1162-3.2
ERNumber of Modules (M)=4, Fixed Capacity=true, Task-ID Agnostic=false2021.1160.6-2.1
ERNumber of Modules (M)=4, Fixed Capacity=true, Task-ID Agnostic=true, Single-head (S)=true2021.1160.4-0.5
ERNumber of Modules (M)=4, Fixed Capacity=true, Task-ID Agnostic=true, Single-head (S)=true2021.1158.8-4.2
EWCNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1156.3-9.1
O-EWCNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1154.2-10.8
FINETUNE LNumber of Modules (M)=24, Fixed Capacity=true2021.1152.1-15.7
HATNumber of Modules (M)=24, Fixed Capacity=true, Task-ID Agnostic=false2021.1150.10
FINETUNE LNumber of Modules (M)=24, Fixed Capacity=true2021.1149.3-18.4
FINETUNENumber of Modules (M)=4, Fixed Capacity=true2021.1147.5-14.9
MNTDPNumber of Modules (M)=14.8, Fixed Capacity=false, Task-ID Agnostic=true2021.1141.9-2.8
FINETUNENumber of Modules (M)=4, Fixed Capacity=true2021.1139.7-23.9
MNTDPNumber of Modules (M)=17.2, Fixed Capacity=false, Task-ID Agnostic=true2021.1132.7-15.2
SG-FNumber of Modules (M)=14.3, Fixed Capacity=false, Task-ID Agnostic=true2021.1129.5-35.3
SG-FNumber of Modules (M)=18.7, Fixed Capacity=false, Task-ID Agnostic=true2021.1124.4-38.7