#counterfactual-inference News & Analysis

2 articles tagged with #counterfactual-inference. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 26/10

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COPF: An Online Framework for Deployment-Stable Counterfactual Fairness in Evolving Graphs

Researchers introduce COPF, a framework for monitoring and controlling fairness in online link recommendation systems on evolving graphs. The system addresses the challenge that recommendation algorithms are performative—they change user behavior and create feedback loops that make traditional fairness estimates unreliable after deployment.

AINeutralarXiv – CS AI · Mar 44/105

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Robust Counterfactual Inference in Markov Decision Processes

Researchers propose a novel non-parametric method for robust counterfactual inference in Markov Decision Processes that computes tight bounds across all compatible causal models. The approach provides closed-form expressions instead of requiring exponentially complex optimization problems, making it highly efficient and scalable for real-world applications.