fair_active_learning_neurips22 (2)

Algorithm 1 BestSafe ArmIdentification ( BESIDE) 1: input: tolerance , confidence 2: dlog (20 )e, b i,0safe(z) 0, b 0(z) 0forallz 2 Z 3: for` =1 ,2,..., do 4: ` 20 2 ` Figure 7: Halfcircledataset.Figure 8: PrecisionFigure 9: Recall