princetonvisualai / OverlookedFactors
Overlooked Factors in Concept-based Explanations: Dataset Choice, Concept Learnability, and Human Capability (CVPR 2023)
☆9Updated last year
Alternatives and similar repositories for OverlookedFactors:
Users that are interested in OverlookedFactors are comparing it to the libraries listed below
- DISSECT: Disentangled Simultaneous Explanations via Concept Traversals☆11Updated last year
- DiWA: Diverse Weight Averaging for Out-of-Distribution Generalization☆29Updated 2 years ago
- Code for the paper "A Whac-A-Mole Dilemma Shortcuts Come in Multiples Where Mitigating One Amplifies Others"☆47Updated 7 months ago
- Code for the ICCV 2023 paper "Benchmarking Low-Shot Robustness to Natural Distribution Shifts"☆11Updated last year
- ☆14Updated 4 years ago
- Implementation of the paper "A Framework for Learning Ante-hoc Explainable Models via Concepts" (CVPR 2022).☆8Updated 7 months ago
- ☆34Updated 2 years ago
- Source code for the Nature Machine Intelligence paper: When and how convolutional neural networks generalize to out-of-distribution categ…☆22Updated 2 years ago
- [ICLR'22] Self-supervised learning optimally robust representations for domain shift.☆23Updated 3 years ago
- HIVE: Evaluating the Human Interpretability of Visual Explanations (ECCV 2022)☆19Updated 2 years ago
- ☆38Updated 9 months ago
- ☆44Updated 2 years ago
- ☆11Updated 2 years ago
- Fine-grained ImageNet annotations☆29Updated 4 years ago
- Code release for paper Extremely Simple Activation Shaping for Out-of-Distribution Detection☆50Updated 5 months ago
- This repository contains the implementation of Concept Activation Regions, a new framework to explain deep neural networks with human con…☆11Updated 2 years ago
- ☆15Updated 7 months ago
- [CVPR 2022] HINT: Hierarchical Neuron Concept Explainer☆20Updated last year
- Quantile risk minimization☆24Updated 6 months ago
- Code for the paper "Data Feedback Loops: Model-driven Amplification of Dataset Biases"☆15Updated 2 years ago
- Robust Contrastive Learning Using Negative Samples with Diminished Semantics (NeurIPS 2021)☆38Updated 3 years ago
- Learning Representations that Support Robust Transfer of Predictors☆20Updated 3 years ago
- GitHub repository for KDD 2021 work: ProtoPShare: Prototypical Parts Sharing for Similarity Discovery in Interpretable Image Classificati…☆11Updated 3 years ago
- Dataset Interfaces: Diagnosing Model Failures Using Controllable Counterfactual Generation☆44Updated last year
- ☆25Updated 2 years ago
- CME: Concept-based Model Extraction☆12Updated 4 years ago
- ☆18Updated 3 years ago
- Code for the Paper Learning Hierarchy Aware Features for Reducing Mistake Severity, accepted in ECCV 2022☆14Updated 2 years ago
- Implementation of the spotlight: a method for discovering systematic errors in deep learning models☆11Updated 3 years ago
- LISA for ICML 2022☆47Updated last year