Image Generation on MNIST digit '3' (K=100) (test)
0.548Novelty (N)SA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAbeta (temperature knob)=200, Regime (retrieval vs. generation)=generation, SNR (Signal-to-Noise Ratio)=0.0362026.03 | 0.548 | 0.885 | 1.467 | |
| VAELatent dimensions=82026.03 | 0.214 | 0.441 | 0.286 | |
| GMM-PCARank (r)=50, Number of components (C)=102026.03 | 0.198 | 0.419 | 0.303 | |
| SAbeta (temperature knob)=2000, Regime (retrieval vs. generation)=retrieval, SNR (Signal-to-Noise Ratio)=0.1132026.03 | 0.152 | 0.6 | 0.303 | |
| MALAbeta (temperature knob)=20002026.03 | 0.151 | 0.598 | 0.305 | |
| Random convex combination2026.03 | 0.092 | 0.008 | 0.399 | |
| Gaussian perturbation2026.03 | 0.004 | 0.45 | 0.496 | |
| BootstrapRegime=replay2026.03 | 0 | 0.459 | 0.5 |