Continuous Time Series Generation on MuJoCo 50% missing
0.029MSEDiff-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 | 0.029 | 0.131 | |
| Diff-MN (Ours)Averaged Sequence Lengths=12, 24, 36, Generation=regular2026.01 | 0.03 | 0.136 | |
| KOVAEAveraged Sequence Lengths=12, 24, 362026.01 | 0.031 | 0.14 | |
| KOVAE-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.032 | 0.142 | |
| GTGANAveraged Sequence Lengths=12, 24, 362026.01 | 0.047 | 0.174 | |
| GTGAN-NCDEAveraged Sequence Lengths=12, 24, 362026.01 | 0.053 | 0.186 |