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ResearchFormerly WizWand

Classification on Synthetic Dynamical Systems Lorenz, Thomas, and Hindmarsh-Rose (test)

99.58AccuracyPULSE
35.349652.024868.785.3752Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PULSEsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1199.58
PULSE Oracle Positivesigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1199.29
LFADSsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1199.06
REBARsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1198.9
PULSE Oracle Negativesigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1198.86
TS2Vecsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1198.68
DSVAEsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1198.56
PULSE Oracle Positivesigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1197.26
PULSE Oracle Negativesigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1196.66
TimeMAEsigma=0, Evaluation protocol=Linear probe, Architecture=Transformer2025.1196.29
PULSEsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1196.09
TimeMAEsigma=1, Evaluation protocol=Linear probe, Architecture=Transformer2025.1193.42
REBARsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1193.36
SimCLRsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1193.08
TS2Vecsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1193.07
LFADSsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1193.02
DSVAEsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1190.84
PULSE Oracle Positivesigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1189
PULSE Oracle Negativesigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1184.62
PULSEsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1183.42
SimCLRsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1183.1
PULSE Oracle Positivesigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1182.65
TS2Vecsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1179.78
REBARsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1179.36
LFADSsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1179.03
PatchTSTsigma=0, Evaluation protocol=Linear probe, Architecture=Transformer2025.1177.59
PULSEsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1177.34
PULSE Oracle Negativesigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1176.9
DSVAEsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1176.7
TimeMAEsigma=3, Evaluation protocol=Linear probe, Architecture=Transformer2025.1175.08
TS2Vecsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1173.67
REBARsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1172.37
LFADSsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1171.33
SimCLRsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1170.05
DSVAEsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1169.9
TimeMAEsigma=5, Evaluation protocol=Linear probe, Architecture=Transformer2025.1166.63
SimCLRsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.1162.29
PatchTSTsigma=1, Evaluation protocol=Linear probe, Architecture=Transformer2025.1150.36
PatchTSTsigma=3, Evaluation protocol=Linear probe, Architecture=Transformer2025.1139.88
PatchTSTsigma=5, Evaluation protocol=Linear probe, Architecture=Transformer2025.1137.82