Continuous Time Series Generation on Energy 30% missing
0.013MSEDiff-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 | 0.013 | 0.075 | |
| Diff-MN (Ours)Averaged Sequence Lengths=12, 24, 36, Generation=regular2026.01 | 0.014 | 0.075 | |
| KOVAEAveraged Sequence Lengths=12, 24, 362026.01 | 0.014 | 0.08 | |
| GTGANAveraged Sequence Lengths=12, 24, 362026.01 | 0.019 | 0.093 | |
| KOVAE-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.023 | 0.114 | |
| GTGAN-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.027 | 0.116 |