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Benchmarks
Semantic Attribute Prediction and Counterfactual Recourse on CELEBA-ATTRIBUTES
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90.2
Accuracy
PTQ INT8
88.224
88.737
89.25
89.763
May 16, 2026
Accuracy
Variance Difference (VD)
Counterfactual Recourse Gap (CRG)
Directional Similarity (DirSim)
Updated 15d ago
Evaluation Results
Method
Method
Links
Accuracy
Variance Difference (VD)
Counterfactual Recourse Gap (CRG)
Directional Similarity (DirSim)
PTQ INT8
Overhead=1.00×
2026.05
90.2
0.081
0.108
84.8
CFQ-QAT
Overhead=1.46×
2026.05
89.9
0.083
0.109
84.2
CF-PTQ
Overhead=1.28×
2026.05
89.8
0.112
0.146
80.6
MixedPrec-QAT
Overhead=1.18×
2026.05
89.7
0.146
0.197
75.2
KD+Quant
Overhead=1.25×
2026.05
89.5
0.159
0.211
73.9
PTQ INT4
Overhead=1.00×
2026.05
88.6
0.214
0.296
67.2
Prune+Quant
Overhead=1.13×
2026.05
88.3
0.236
0.322
64.3
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