List your company

Data Valuation (Top-10 Identification) on 20 Newsgroups

2.8Speedup vs STCACE-W
0.9281.4141.92.386Jan 28, 2026

Evaluation results

MethodLinks
ACE-Wclassifier=k-Nearest Neighbors, top-k=10, n=100, delta=0.05, weak budget allocation=adaptive, wmin=16, wmax=1282026.012.8———
ACEclassifier=k-Nearest Neighbors, top-k=10, n=100, delta=0.052026.012.4———
TA-Certifyclassifier=k-Nearest Neighbors, top-k=10, n=100, delta=0.052026.011.2———
STCclassifier=k-Nearest Neighbors, top-k=10, n=100, delta=0.052026.011———