Image modeling on MNIST (test)
0.406Bits/dimS4
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| S4Context length (L)=6002025.06 | 0.406 | — | — | 0.019 | |
| WARPContext length (L)=6002025.06 | 0.416 | — | — | 0.014 | |
| GRUContext length (L)=6002025.06 | 0.485 | — | — | 0.015 | |
| WARPContext length (L)=3002025.06 | 0.516 | — | — | 0.042 | |
| S4Context length (L)=3002025.06 | 0.52 | — | — | 0.049 | |
| LSTMContext length (L)=6002025.06 | 0.539 | — | — | 0.027 | |
| GRUContext length (L)=3002025.06 | 0.573 | — | — | 0.054 | |
| ConvCNPContext length (L)=6002025.06 | 0.583 | — | — | 0.038 | |
| Dalap2026.02 | 0.61 | 253 | — | — | |
| LSTMContext length (L)=3002025.06 | 0.611 | — | — | 0.057 | |
| WARPContext length (L)=1002025.06 | 0.615 | — | — | 0.071 | |
| GRUContext length (L)=1002025.06 | 0.623 | — | — | 0.074 | |
| S4Context length (L)=1002025.06 | 0.64 | — | — | 0.072 | |
| LSTMContext length (L)=1002025.06 | 0.652 | — | — | 0.074 | |
| DalapK=102026.02 | 0.66 | 330 | — | — | |
| DlogisticK=102026.02 | 0.67 | 402 | — | — | |
| ConvCNPContext length (L)=3002025.06 | 0.732 | — | — | 0.061 | |
| ConvCNPContext length (L)=1002025.06 | 0.83 | — | — | 0.074 | |
| Bitwise2026.02 | 1.63 | 535 | — | — | |
| BitwiseK=102026.02 | 2.71 | 6,753 | — | — | |
| LaplaceK=102026.02 | 3.43 | 1,085 | — | — | |
| DnormalK=102026.02 | 3.97 | 1,643 | — | — | |
| Dnormal2026.02 | 9.1 | 3,992 | — | — | |
| Laplace2026.02 | 24.47 | 453 | — | — | |
| BitwiseGeneration Mode=Recon.2026.02 | — | — | 66 | — | |
| BitwiseGeneration Mode=Seeded2026.02 | — | — | 56 | — | |
| BitwiseGeneration Mode=Random2026.02 | — | — | 90 | — | |
| DalapGeneration Mode=Recon.2026.02 | — | — | 230 | — | |
| DalapGeneration Mode=Seeded2026.02 | — | — | 16 | — | |
| DalapGeneration Mode=Random2026.02 | — | — | 33 | — | |
| DnormalGeneration Mode=Recon.2026.02 | — | — | 438 | — | |
| DnormalGeneration Mode=Seeded2026.02 | — | — | 274 | — | |
| DnormalGeneration Mode=Random2026.02 | — | — | 354 | — | |
| LaplaceGeneration Mode=Recon.2026.02 | — | — | 145 | — | |
| LaplaceGeneration Mode=Seeded2026.02 | — | — | 109 | — | |
| LaplaceGeneration Mode=Random2026.02 | — | — | 107 | — |