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Reproduce claim 4 on REAL Census/Adult: 45222 samples, MLP 81.5%, DAG alters attribution (0.048), priority sweep separates sensitive (capital-gain) from stable (race) features

e926cb3 verified 11 days ago

verify_census_pasv.py

8.21 kB
Reproduce claim 4 on REAL Census/Adult: 45222 samples, MLP 81.5%, DAG alters attribution (0.048), priority sweep separates sensitive (capital-gain) from stable (race) features 11 days ago
verify_mnist_pasv.py

7.59 kB
Reproduce claim 3 on REAL MNIST-800: 8 providers/DAG/10-NN, PASV penalizes Copier (0.026 vs Owner 0.492) and Poisoner (negative, decreasing in b), Boosters stable 11 days ago
verify_pasv.py

10.3 kB
Reproduce Thm 3.12 PASV axioms (Efficiency/Null/Linearity/EWU==Shapley/Monotonicity exact) + data-valuation mechanism: DAG penalizes copier (0.008 vs Shapley 0.059) and poisoner (negative) 11 days ago