Finite State Automaton Emulation on Synthetic State-Tracking (val)
99.5Cycle Navigation AccuracyPD-SSM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PD-SSMA(ut) Structure=Struct. Sparse2026.05 | 99.5 | 99.7 | 96.2 | 99.9 | 98.8 | |
| FLASH PD-SSMA(ut) Structure=Struct. Sparse2026.05 | 92.7 | 98.8 | 94.7 | 99 | 96.3 | |
| Mamba3†A(ut) Structure=C Diagonal2026.05 | 69 | 100 | 46.8 | 76.5 | 73 | |
| Gated DeltaNetA(ut) Structure=DPLR2026.05 | 53.8 | 100 | 42.8 | 56.5 | 63.3 | |
| DeltaNetA(ut) Structure=DPLR2026.05 | 49.8 | 100 | 42.2 | 57.8 | 62.5 | |
| Mamba2A(ut) Structure=R Diagonal2026.05 | 48.4 | 100 | 33.1 | 54.2 | 58.9 | |
| DeltaNet[-1,1]A(ut) Structure=DPLR2026.05 | 46.7 | 100 | 66.4 | 97.7 | 77.7 | |
| Gated DeltaProd.A(ut) Structure=DPLR Product2026.05 | 46.3 | 100 | 78.4 | 98 | 80.7 | |
| TransformerA(ut) Structure=N/A2026.05 | 24.4 | 90.4 | 23.6 | 52.2 | 47.7 | |
| RandomA(ut) Structure=N/A2026.05 | 20 | 50 | 20 | 50 | 35 |