COPF is a decision-layer framework for deployment-stable counterfactual fairness in online link recommendation on evolving graphs, using exposure counterfactuals, propensity logging, residual outcome indistinguishability, and graph-aware doubly robust estimators, supported by a noisy transfer theore
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COPF: An Online Framework for Deployment-Stable Counterfactual Fairness in Evolving Graphs
COPF is a decision-layer framework for deployment-stable counterfactual fairness in online link recommendation on evolving graphs, using exposure counterfactuals, propensity logging, residual outcome indistinguishability, and graph-aware doubly robust estimators, supported by a noisy transfer theore