kundajelab / abstentionLinks
Algorithms for abstention, calibration and domain adaptation to label shift.
β36Updated 4 years ago
Alternatives and similar repositories for abstention
Users that are interested in abstention are comparing it to the libraries listed below
Sorting:
- Combating hidden stratification with GEORGEβ63Updated 4 years ago
- Using / reproducing ACD from the paper "Hierarchical interpretations for neural network predictions" π§ (ICLR 2019)β128Updated 3 years ago
- Label shift experimentsβ17Updated 4 years ago
- β63Updated 4 years ago
- Code/figures in Right for the Right Reasonsβ55Updated 4 years ago
- Model Patching: Closing the Subgroup Performance Gap with Data Augmentationβ42Updated 4 years ago
- Reusable BatchBALD implementationβ79Updated last year
- An Empirical Study of Invariant Risk Minimizationβ27Updated 4 years ago
- Toy datasets to evaluate algorithms for domain generalization and invariance learning.β42Updated 3 years ago
- β124Updated 4 years ago
- Regularized Learning under label shiftsβ18Updated 6 years ago
- β24Updated 6 years ago
- Explaining Image Classifiers by Counterfactual Generationβ28Updated 3 years ago
- Code for paper EDDI: Efficient Dynamic Discovery of High-Value Information with Partial VAEβ40Updated 2 years ago
- β34Updated 4 years ago
- β46Updated 4 years ago
- An Empirical Framework for Domain Generalization In Clinical Settingsβ30Updated 3 years ago
- β37Updated 4 years ago
- Simple data balancing baselines for worst-group-accuracy benchmarks.β42Updated last year
- β65Updated 11 months ago
- Code for "Rissanen Data Analysis: Examining Dataset Characteristics via Description Length" by Ethan Perez, Douwe Kiela, and Kyungyhun Chβ¦β36Updated 4 years ago
- Active and Sample-Efficient Model Evaluationβ24Updated last month
- Non-Parametric Calibration for Classification (AISTATS 2020)β19Updated 3 years ago
- OD-test: A Less Biased Evaluation of Out-of-Distribution (Outlier) Detectors (PyTorch)β62Updated last year
- Code for "Generative causal explanations of black-box classifiers"β34Updated 4 years ago
- Supervised Local Modeling for Interpretabilityβ29Updated 6 years ago
- Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)β98Updated 3 years ago
- β34Updated 3 years ago
- β62Updated 4 years ago
- β45Updated 2 years ago