Continuous Time Series Generation on Sines 70% missing
0.028MSEDiff-MN (Ours-Ŝ_MoE)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Diff-MN (Ours-Ŝ_MoE)Averaged Sequence Lengths=12, 24, 36, MoE Weights=generated, TSG=doubled length2026.01 | 0.028 | 0.128 | |
| KOVAEAveraged Sequence Lengths=12, 24, 362026.01 | 0.045 | 0.175 | |
| GTGANAveraged Sequence Lengths=12, 24, 362026.01 | 0.046 | 0.174 | |
| Diff-MN (Ours)Averaged Sequence Lengths=12, 24, 36, Generation=regular2026.01 | 0.054 | 0.182 | |
| GTGAN-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.07 | 0.199 | |
| KOVAE-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.079 | 0.204 |