Machine Learning

Decoupled Conformal Optimisation: Efficient Prediction Sets via Independent Tuning and Calibration featured image

Decoupled Conformal Optimisation: Efficient Prediction Sets via Independent Tuning and Calibration

We show that optimisation and calibration can be decoupled for Conformal Prediction while maintaining valid marginal coverage guarantee.

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Fanyi Kaitlyn Wu
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🔥 Selected Talk on WUML 2026 featured image

🔥 Selected Talk on WUML 2026

Selected talk speaker and poster presentation, Workshop on Uncertainty in Machine Learning (WUML), Tartu, Estonia.

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Fanyi Kaitlyn Wu
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Bayesian Conformal Prediction as a Decision Risk Problem featured image

Bayesian Conformal Prediction as a Decision Risk Problem

We present a unified Bayesian decision-theoretic framework for conformal prediction (CP) that integrates Bayesian posterior predictive scores with risk minimization via Bayesian …

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Fanyi Kaitlyn Wu
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