Continuous Time Series Generation on Sines 50% missing
0.026MSEDiff-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 | 0.026 | 0.126 | |
| KOVAEAveraged Sequence Lengths=12, 24, 362026.01 | 0.044 | 0.172 | |
| Diff-MN (Ours)Averaged Sequence Lengths=12, 24, 36, Generation=regular2026.01 | 0.05 | 0.176 | |
| GTGANAveraged Sequence Lengths=12, 24, 362026.01 | 0.051 | 0.186 | |
| KOVAE-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.076 | 0.2 | |
| GTGAN-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.076 | 0.209 |