HazyResearch / mandoline
(ICML 2021) Mandoline: Model Evaluation under Distribution Shift
☆31Updated 3 years ago
Related projects ⓘ
Alternatives and complementary repositories for mandoline
- Model Patching: Closing the Subgroup Performance Gap with Data Augmentation☆42Updated 4 years ago
- Active and Sample-Efficient Model Evaluation☆24Updated 3 years ago
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆40Updated 2 years ago
- Label shift experiments☆15Updated 3 years ago
- Code for the CVPR 2021 paper: Understanding Failures of Deep Networks via Robust Feature Extraction☆35Updated 2 years ago
- Advances in Neural Information Processing Systems (NeurIPS 2021)☆22Updated 2 years ago
- Interactive Weak Supervision: Learning Useful Heuristics for Data Labeling☆30Updated 3 years ago
- ☆17Updated 4 years ago
- ☆35Updated last year
- ☆25Updated 4 years ago
- ModelDiff: A Framework for Comparing Learning Algorithms☆53Updated last year
- Parameter-Space Saliency Maps for Explainability☆22Updated last year
- Fine-grained ImageNet annotations☆29Updated 4 years ago
- Implementation of the spotlight: a method for discovering systematic errors in deep learning models☆10Updated 3 years ago
- Official Implementation of "Transferring Inductive Biases Through Knowledge Distillation"☆14Updated 4 years ago
- ☆24Updated 3 years ago
- Combating hidden stratification with GEORGE☆62Updated 3 years ago
- Code to study the generalisability of benchmark models on non-stationary EHRs.☆14Updated 5 years ago
- Supercharging Imbalanced Data Learning WithCausal Representation Transfer☆12Updated 2 years ago
- Domain Adaptation☆23Updated 2 years ago
- An Empirical Study of Invariant Risk Minimization☆28Updated 4 years ago
- Pytorch implementation for "The Surprising Positive Knowledge Transfer in Continual 3D Object Shape Reconstruction"☆33Updated 2 years ago
- EMNLP Findings 2020: Reevaluating Adversarial Examples in Natural Language☆7Updated 3 years ago
- ☆29Updated 3 years ago
- Measuring data importance over ML pipelines using the Shapley value.☆36Updated 3 weeks ago
- Code for "Interpretable Image Recognition with Hierarchical Prototypes"☆18Updated 5 years ago
- Implementation of the paper Identifying Mislabeled Data using the Area Under the Margin Ranking: https://arxiv.org/pdf/2001.10528v2.pdf☆21Updated 4 years ago
- ☆17Updated 2 years ago
- ☆37Updated 3 years ago
- Code repository for the AISTATS 2021 paper "Towards Understanding the Optimal Behaviors of Deep Active Learning Algorithms"☆15Updated 3 years ago