rgeirhos / shortcut-perspectiveLinks
Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)
☆98Updated 3 years ago
Alternatives and similar repositories for shortcut-perspective
Users that are interested in shortcut-perspective are comparing it to the libraries listed below
Sorting:
- Gradient Starvation: A Learning Proclivity in Neural Networks☆61Updated 4 years ago
- ☆141Updated 4 years ago
- Original dataset release for CIFAR-10H☆83Updated 4 years ago
- Information Bottlenecks for Attribution☆79Updated 2 years ago
- ☆51Updated 4 years ago
- code release for the paper "On Completeness-aware Concept-Based Explanations in Deep Neural Networks"☆53Updated 3 years ago
- Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" ht…☆127Updated 4 years ago
- Towards Automatic Concept-based Explanations☆159Updated last year
- Code for the paper "Calibrating Deep Neural Networks using Focal Loss"☆160Updated last year
- ☆34Updated 3 years ago
- ☆55Updated 4 years ago
- Code for "Supermasks in Superposition"☆124Updated last year
- Combating hidden stratification with GEORGE☆63Updated 4 years ago
- Winning Solution of the NeurIPS 2020 Competition on Predicting Generalization in Deep Learning☆40Updated 4 years ago
- ☆111Updated 2 years ago
- Implementation of Invariant Risk Minimization https://arxiv.org/abs/1907.02893☆89Updated 5 years ago
- Official implementation of paper Gradient Matching for Domain Generalization☆122Updated 3 years ago
- Code for the paper "Understanding Generalization through Visualizations"☆61Updated 4 years ago
- Model Patching: Closing the Subgroup Performance Gap with Data Augmentation☆42Updated 4 years ago
- Robust Out-of-distribution Detection in Neural Networks☆73Updated 3 years ago
- NumPy library for calibration metrics☆73Updated 4 months ago
- Explaining Image Classifiers by Counterfactual Generation☆28Updated 3 years ago
- Use this package to compute intrinsic dimensionality of your task given a fixed neural network in PYTORCH!☆35Updated 2 years ago
- MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts (ICLR 2022)☆109Updated 2 years ago
- ☆96Updated 4 years ago
- Official PyTorch implementation of the Fishr regularization for out-of-distribution generalization☆87Updated 3 years ago
- [CVPR2019]Learning Not to Learn : An adversarial method to train deep neural networks with biased data☆111Updated 5 years ago
- ☆108Updated 2 years ago
- Code for "Just Train Twice: Improving Group Robustness without Training Group Information"☆72Updated last year
- ☆107Updated last year