Continuous Time Series Generation on Sines 30% 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 | 0.125 | |
| KOVAEAveraged Sequence Lengths=12, 24, 362026.01 | 0.044 | 0.17 | |
| GTGANAveraged Sequence Lengths=12, 24, 362026.01 | 0.044 | 0.176 | |
| Diff-MN (Ours)Averaged Sequence Lengths=12, 24, 36, Generation=regular2026.01 | 0.049 | 0.174 | |
| KOVAE-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.076 | 0.199 | |
| GTGAN-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.089 | 0.216 |