A collection of academic papers on the subject of conformal prediction.
Author(s) | Title | Venue | Code |
---|---|---|---|
Angelopoulos et al. | Uncertainty Sets for Image Classifiers using Conformal Prediction | ICLR | [Code] |
Fisch et al. | Efficient Conformal Prediction via Cascaded Inference with Expanded Admission | ICLR | [Code] |
Xu et al. | Conformal Prediction Interval for Dynamic Time-Series | ICML | [Code] |
Teng et al. | T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP | ICML | |
Fisch et al. | Few-Shot Conformal Prediction with Auxiliary Tasks | ICML | [Code] |
Cherubin et al. | Exact Optimization of Conformal Predictors via Incremental and Decremental Learning | ICML | [Code] |
Stankeviciute et al. | Conformal Time-series Forecasting | NeurIPS | [Code] |
Fong et al. | Conformal Bayesian Computation | NeurIPS | [Code] |
Gibbs et al. | Adaptive Conformal Inference Under Distribution Shift | NeurIPS | |
Sesia et al. | Conformal Prediction using Conditional Histograms | NeurIPS | [Code] |
Ross et al. | Tractable Density Estimation on Learned Manifolds with Conformal Embedding Flows | NeurIPS | [Code] |
Author(s) | Title | Venue | Code |
---|---|---|---|
Franca et al. | Conformal Symplectic and Relativistic Optimization | NeurIPS 2020 | |
Ndiaye et al. | Computing full conformal prediction set with approximate homotopy | NeurIPS 2019 | [Code] |
Vovk V. | Cross-conformal predictors | Annals of Mathematics and Artificial Intelligence 2015 |