testingautomated-usi / uncertainty-wizardLinks
Uncertainty-Wizard is a plugin on top of tensorflow.keras, allowing to easily and efficiently create uncertainty-aware deep neural networks. Also useful if you want to train multiple small models in parallel.
☆45Updated 2 years ago
Alternatives and similar repositories for uncertainty-wizard
Users that are interested in uncertainty-wizard are comparing it to the libraries listed below
Sorting:
- ☆11Updated 3 years ago
- Tools and data of the paper "Model-based Exploration of the Frontier of Behaviours for Deep Learning System Testing"☆15Updated 11 months ago
- Coverage-Guided Testing of Long Short-Term Memory (LSTM) Networks☆18Updated 4 years ago
- A collection of dnn test input prioritizers often used as benchmarks in recent literature.☆16Updated 2 years ago
- ☆8Updated 2 years ago
- Code release of a paper "Guiding Deep Learning System Testing using Surprise Adequacy"☆46Updated 3 years ago
- Taxonomy of Real Faults in Deep Learning Systems☆16Updated 5 years ago
- ☆25Updated 4 years ago
- Reward Guided Test Generation for Deep Learning☆20Updated 10 months ago
- The code of our paper "Misbehaviour Prediction for Autonomous Driving Systems", including our improved Udacity simulator☆22Updated 3 years ago
- PyExplainer: A Local Rule-Based Model-Agnostic Technique (Explainable AI)☆30Updated last year
- DeepCrime - Mutation Testing Tool for Deep Learning Systems☆15Updated last year
- ☆10Updated 4 years ago
- Certifying Geometric Robustness of Neural Networks☆16Updated 2 years ago
- CROWN: A Neural Network Verification Framework for Networks with General Activation Functions☆38Updated 6 years ago
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆82Updated 2 years ago
- CC: Causality-Aware Coverage Criterion for Deep Neural Networks☆12Updated 2 years ago
- [NeurIPS 2019] H. Chen*, H. Zhang*, S. Si, Y. Li, D. Boning and C.-J. Hsieh, Robustness Verification of Tree-based Models (*equal contrib…☆27Updated 6 years ago
- Library for training globally-robust neural networks.☆28Updated last year
- Is Neuron Coverage a Meaningful Measure for Testing Deep Neural Networks? (FSE 2020)☆10Updated 3 years ago
- Code release for RobOT (ICSE'21)