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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

claim-1-definition
Update logbook: Repro - Priority-Aware Shapley Value 15 days ago
claim-2-reductions-axioms
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claim-3-mcmc-sampler
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claim-3-mnist-real
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
claim-4-census-real
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
claim-axioms-mechanism
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
conclusion
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methods-environment
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negative-controls
Update logbook: Repro - Priority-Aware Shapley Value 15 days ago
index.md

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Update logbook: Repro - Priority-Aware Shapley Value 15 days ago