List your company
ResearchFormerly WizWand

Image modeling on MNIST (test)

0.406Bits/dimS4
-0.556565.9407212.43818.93528Jun 1, 2025Jul 13, 2025Aug 25, 2025Oct 6, 2025Nov 18, 2025Dec 30, 2025Feb 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
S4Context length (L)=6002025.060.406——0.019
WARPContext length (L)=6002025.060.416——0.014
GRUContext length (L)=6002025.060.485——0.015
WARPContext length (L)=3002025.060.516——0.042
S4Context length (L)=3002025.060.52——0.049
LSTMContext length (L)=6002025.060.539——0.027
GRUContext length (L)=3002025.060.573——0.054
ConvCNPContext length (L)=6002025.060.583——0.038
Dalap2026.020.61253——
LSTMContext length (L)=3002025.060.611——0.057
WARPContext length (L)=1002025.060.615——0.071
GRUContext length (L)=1002025.060.623——0.074
S4Context length (L)=1002025.060.64——0.072
LSTMContext length (L)=1002025.060.652——0.074
DalapK=102026.020.66330——
DlogisticK=102026.020.67402——
ConvCNPContext length (L)=3002025.060.732——0.061
ConvCNPContext length (L)=1002025.060.83——0.074
Bitwise2026.021.63535——
BitwiseK=102026.022.716,753——
LaplaceK=102026.023.431,085——
DnormalK=102026.023.971,643——
Dnormal2026.029.13,992——
Laplace2026.0224.47453——
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—