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.

avatar
Fanyi Kaitlyn Wu
Read more

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
Read more
Trending
✨ 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/).

avatar
Fanyi Kaitlyn Wu
Read more
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 …

avatar
Fanyi Kaitlyn Wu
Read more