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ResearchFormerly WizWand

Classification on LRA Image N=1024 (test)

87.3AccuracyFull model
35.060848.622962.18575.7471Apr 22, 2022Sep 23, 2022Feb 25, 2023Jul 30, 2023Dec 31, 2023Jun 3, 2024Nov 5, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Full modelModel Backbone=S5, Pruning Ratio=0%, State Dimension=2562024.1187.3
Global H_∞Model Backbone=S5, Pruning Ratio=30%, State Dimension=1792024.1187.04
Uniform H_∞Model Backbone=S5, Pruning Ratio=30%, State Dimension=1792024.1186.45
LASTModel Backbone=S5, Pruning Ratio=30%, State Dimension=1792024.1186.34
Full modelModel Backbone=S4D, Pruning Ratio=0%, State Dimension=642024.1177.02
Uniform H_∞Model Backbone=S4D, Pruning Ratio=0%, State Dimension=642024.1177.02
Global H_∞Model Backbone=S4D, Pruning Ratio=0%, State Dimension=642024.1177.02
LASTModel Backbone=S4D, Pruning Ratio=0%, State Dimension=642024.1177.02
Paramixer (CDIL)Sequence Length=10242022.0446.58
Paramixer (CHORD)Sequence Length=10242022.0445.01
Sparse TransformerReference Source=[24], Sequence Length=10242022.0444.24
ReformerReference Source=[15], Sequence Length=10242022.0443.29
PerformerReference Source=[24], Sequence Length=10242022.0442.77
TransformerReference Source=[24], Sequence Length=10242022.0442.44
Linear TransformerReference Source=[24], Sequence Length=10242022.0442.34
LongformerReference Source=[24], Sequence Length=10242022.0442.22
NyströmformerReference Source=[15], Sequence Length=10242022.0441.58
BigBirdReference Source=[24], Sequence Length=10242022.0440.83
LinformerReference Source=[24], Sequence Length=10242022.0438.56
TransformerReference Source=[15], Sequence Length=10242022.0438.2
ReformerReference Source=[24], Sequence Length=10242022.0438.07
LinformerReference Source=[15], Sequence Length=10242022.0437.84
PerformerReference Source=[15], Sequence Length=10242022.0437.07