Search Results - RepositoryStats

86

777

mit

13

Lightweight, useful implementation of conformal prediction on real data.

conformal time-series uncertainty computer-vision distribution-shift conformal-inference conformal-prediction time-series-prediction uncertainty-estimation uncertainty-quantification natural-language-processing

Created 2021-12-25

151 commits to main branch, last one 7 months ago

conformal_classification aangelopoulos

37

227

mit

8

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

vision pytorch imagenet conformal classifier statistics uncertainty nonparametric classification computer-vision neural-networks prediction-sets machine-learning distribution-free conformal-prediction deep-neural-networks artificial-intelligence nonparametric-statistics uncertainty-quantification

Created 2020-09-04

135 commits to master branch, last one about a year ago

conformal-time-series aangelopoulos

6

101

mit

7

Conformal prediction for time-series applications.

control controls conformal time-series uncertainty control-theory control-systems conformal-prediction time-series-analysis uncertainty-quantification

Created 2023-05-02

89 commits to main branch, last one 11 months ago

conformal-risk aangelopoulos

6

59

mit

5

Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.

python pytorch conformal computer-vision conformal-prediction pytorch-implementation uncertainty-estimation uncertainty-quantification natural-language-processing

Created 2022-06-22

27 commits to main branch, last one about a year ago