Classification on Synthetic Dynamical Systems Lorenz, Thomas, and Hindmarsh-Rose (test)
99.58AccuracyPULSE
Evaluation Results
| Method | Links | |
|---|---|---|
| PULSEsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 99.58 | |
| PULSE Oracle Positivesigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 99.29 | |
| LFADSsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 99.06 | |
| REBARsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 98.9 | |
| PULSE Oracle Negativesigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 98.86 | |
| TS2Vecsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 98.68 | |
| DSVAEsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 98.56 | |
| PULSE Oracle Positivesigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 97.26 | |
| PULSE Oracle Negativesigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 96.66 | |
| TimeMAEsigma=0, Evaluation protocol=Linear probe, Architecture=Transformer2025.11 | 96.29 | |
| PULSEsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 96.09 | |
| TimeMAEsigma=1, Evaluation protocol=Linear probe, Architecture=Transformer2025.11 | 93.42 | |
| REBARsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 93.36 | |
| SimCLRsigma=0, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 93.08 | |
| TS2Vecsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 93.07 | |
| LFADSsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 93.02 | |
| DSVAEsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 90.84 | |
| PULSE Oracle Positivesigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 89 | |
| PULSE Oracle Negativesigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 84.62 | |
| PULSEsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 83.42 | |
| SimCLRsigma=1, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 83.1 | |
| PULSE Oracle Positivesigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 82.65 | |
| TS2Vecsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 79.78 | |
| REBARsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 79.36 | |
| LFADSsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 79.03 | |
| PatchTSTsigma=0, Evaluation protocol=Linear probe, Architecture=Transformer2025.11 | 77.59 | |
| PULSEsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 77.34 | |
| PULSE Oracle Negativesigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 76.9 | |
| DSVAEsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 76.7 | |
| TimeMAEsigma=3, Evaluation protocol=Linear probe, Architecture=Transformer2025.11 | 75.08 | |
| TS2Vecsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 73.67 | |
| REBARsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 72.37 | |
| LFADSsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 71.33 | |
| SimCLRsigma=3, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 70.05 | |
| DSVAEsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 69.9 | |
| TimeMAEsigma=5, Evaluation protocol=Linear probe, Architecture=Transformer2025.11 | 66.63 | |
| SimCLRsigma=5, Evaluation protocol=Linear probe, Architecture=Dilated convolution2025.11 | 62.29 | |
| PatchTSTsigma=1, Evaluation protocol=Linear probe, Architecture=Transformer2025.11 | 50.36 | |
| PatchTSTsigma=3, Evaluation protocol=Linear probe, Architecture=Transformer2025.11 | 39.88 | |
| PatchTSTsigma=5, Evaluation protocol=Linear probe, Architecture=Transformer2025.11 | 37.82 |