Conformal Prediction

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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CREDO: Epistemic-Aware Conformalized Credal Envelopes for Regression

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

Luben M. C. Cabezas
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✨ Exciting News from EurlPS 2025! featured image

✨ Exciting News from EurlPS 2025!

I am glad to attend and present our poster "Bayesian Conformal Prediction as a Decision Risk Problem Using Bayesian Quadrature" at 2025 EIML@[EurIPS](https://eurips.cc/).

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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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