What are the best open-source alternatives to InvariantRiskMinimization?

Question 1

Accepted Answer

7 open-source projects similar to facebookresearch/invariantriskminimization, ranked by shared features. Top picks: alinlab/confident_classifier, hendrycks/outlier-exposure, kohpangwei/group_dro, shiyuliang/odin-pytorch, ufoym/imbalanced-dataset-sampler, uoguelph-mlrg/confidence_estimation, zhmiao/openlongtailrecognition-oltr.

Question 2

Is alinlab/confident_classifier a good alternative to InvariantRiskMinimization?

Accepted Answer

alinlab/confident_classifier is an open-source alternative to InvariantRiskMinimization.

Question 3

Is hendrycks/outlier-exposure a good alternative to InvariantRiskMinimization?

Accepted Answer

Deep Anomaly Detection with Outlier Exposure (ICLR 2019)

Question 4

Is kohpangwei/group_dro a good alternative to InvariantRiskMinimization?

Accepted Answer

Distributionally robust neural networks for group shifts

Question 5

Is shiyuliang/odin-pytorch a good alternative to InvariantRiskMinimization?

Accepted Answer

Principled Detection of Out-of-Distribution Examples in Neural Networks

Question 6

Is ufoym/imbalanced-dataset-sampler a good alternative to InvariantRiskMinimization?

Accepted Answer

A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.

Question 7

Is uoguelph-mlrg/confidence_estimation a good alternative to InvariantRiskMinimization?

Accepted Answer

uoguelph-mlrg/confidence_estimation is an open-source alternative to InvariantRiskMinimization.

Question 8

Is zhmiao/openlongtailrecognition-oltr a good alternative to InvariantRiskMinimization?

Accepted Answer

Pytorch implementation for "Large-Scale Long-Tailed Recognition in an Open World" (CVPR 2019 ORAL)

Open-source alternatives to InvariantRiskMinimization

alinlab/Confident_classifier

hendrycks/outlier-exposure

kohpangwei/group_DRO

ShiyuLiang/odin-pytorch

ufoym/imbalanced-dataset-sampler

uoguelph-mlrg/confidence_estimation