Lookahead counterfactual fairness requires that an individual's future status, not just the current decision, is equal in factual and counterfactual worlds; the paper gives a predictor that achieves this under linear causal models and gradient-based strategic responses.
Estimating and penalizing induced preference shifts in recommender systems
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Lookahead Counterfactual Fairness
Lookahead counterfactual fairness requires that an individual's future status, not just the current decision, is equal in factual and counterfactual worlds; the paper gives a predictor that achieves this under linear causal models and gradient-based strategic responses.