Vector Decomposition on Synthetic Codebooks (D=1000, K=4)
90.4Decomp Acc (m=2)SIMILARITY
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SIMILARITYCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 90.4 | 64.7 | 44.5 | |
| LATENT GAUSSIANCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 82.7 | 67.4 | 45.4 | |
| LATENT SIMILARITYCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 74.6 | 60.8 | 38.4 | |
| ATTN. RESONATORCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 60.8 | 31 | 13.6 | |
| RESONATORCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 59.6 | 33.6 | 10.9 | |
| ALSCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 58 | 36.8 | 20.3 | |
| GAUSSIANCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 9.7 | 9.9 | 13.1 |