Continuous Time Series Generation on Stocks 70% missing
0.002MSEDiff-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 | 0.002 | 0.025 | |
| Diff-MN (Ours)Averaged Sequence Lengths=12, 24, 36, Generation=regular2026.01 | 0.005 | 0.036 | |
| GTGANAveraged Sequence Lengths=12, 24, 362026.01 | 0.011 | 0.057 | |
| KOVAEAveraged Sequence Lengths=12, 24, 362026.01 | 0.014 | 0.061 | |
| GTGAN-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.021 | 0.108 | |
| KOVAE-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.03 | 0.116 |