Image modeling on FashionMNIST (test)
0.59Bits/dimWARP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| WARPruns=Best across 3 runs with different seeds2025.06 | 0.59 | — | — | 0.064 | |
| GRUruns=Best across 3 runs with different seeds2025.06 | 0.66 | — | — | 0.078 | |
| LSTMruns=Best across 3 runs with different seeds2025.06 | 0.73 | — | — | 0.082 | |
| Dalap2026.02 | 1.23 | 317 | — | — | |
| DalapK=102026.02 | 1.23 | 317 | — | — | |
| DlogisticK=102026.02 | 1.37 | 555 | — | — | |
| LaplaceK=102026.02 | 2.2 | 3,539 | — | — | |
| DnormalK=102026.02 | 3.09 | 1,111 | — | — | |
| Bitwise2026.02 | 3.76 | 881 | — | — | |
| BitwiseK=102026.02 | 4.98 | 5,699 | — | — | |
| Laplace2026.02 | 5.84 | 383 | — | — | |
| Dnormal2026.02 | 7.91 | 3,711 | — | — | |
| BitwiseGeneration Mode=Recon.2026.02 | — | — | 106 | — | |
| BitwiseGeneration Mode=Seeded2026.02 | — | — | 145 | — | |
| BitwiseGeneration Mode=Random2026.02 | — | — | 299 | — | |
| DalapGeneration Mode=Recon.2026.02 | — | — | 236 | — | |
| DalapGeneration Mode=Seeded2026.02 | — | — | 52 | — | |
| DalapGeneration Mode=Random2026.02 | — | — | 154 | — | |
| DnormalGeneration Mode=Recon.2026.02 | — | — | 372 | — | |
| DnormalGeneration Mode=Seeded2026.02 | — | — | 268 | — | |
| DnormalGeneration Mode=Random2026.02 | — | — | 381 | — | |
| LaplaceGeneration Mode=Recon.2026.02 | — | — | 258 | — | |
| LaplaceGeneration Mode=Seeded2026.02 | — | — | 102 | — | |
| LaplaceGeneration Mode=Random2026.02 | — | — | 226 | — |