Data Valuation on Synthetic Data scaling d = 500 (test)
1.6Wall-clock TimeNDDV
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NDDVn=10^4, dimensionality (d)=5002024.04 | 1.6 | 4 | |
| NDDVn=10^5, dimensionality (d)=5002024.04 | 5.2 | 11 | |
| KNN-Shapleyn=10^4, dimensionality (d)=5002024.04 | 6.1 | — | |
| NDDVn=10^6, dimensionality (d)=5002024.04 | 18 | 58 | |
| Data Shapleyn=10^4, dimensionality (d)=5002024.04 | 24 | — | |
| Data Shapleyn=10^5, dimensionality (d)=5002024.04 | 24 | — | |
| Data Shapleyn=10^6, dimensionality (d)=5002024.04 | 24 | — | |
| KNN-Shapleyn=10^5, dimensionality (d)=5002024.04 | 58 | — | |
| KNN-Shapleyn=10^6, dimensionality (d)=5002024.04 | 1,060 | — |