v0.1.0 (21/10/2024) - Initial Release
Pre-release
Pre-release
🎉 Welcome to the first release of GPyConform! GPyConform extends the GPyTorch library by implementing (Full) Conformal Prediction for Gaussian Process Regression.
Features
- Provably Valid Prediction Intervals: Provides Prediction Intervals with guaranteed coverage under minimal assumptions (data exchangeability).
- Full Utilization of GPyTorch: Leverages the robust and efficient GP modeling capabilities of GPyTorch.
- Supports Both Symmetric and Asymmetric Prediction Intervals: Implements both the symmetric and asymmetric Full Conformal Prediction approaches for constructing Prediction Intervals.