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Projects in Awesome Lists by testingautomated-usi

A curated list of projects in awesome lists by testingautomated-usi .

https://github.com/testingautomated-usi/uncertainty-wizard

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.

keras keras-tensorflow testing uncertainty uncertainty-neural-networks uncertainty-quantification

Last synced: 01 Nov 2024

https://github.com/testingautomated-usi/deepjanus

Tools and data of the paper "Model-based Exploration of the Frontier of Behaviours for Deep Learning System Testing"

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/dnn-tip

A collection of dnn test input prioritizers often used as benchmarks in recent literature.

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/rl-plasticity-experiments

Source code and data for the paper "Testing the Plasticity of Reinforcement Learning Based Systems"

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/corrupted-text

A python library to generate out-of-distribution text datasets. Specifically, the library applies model-independent, commonplace corruptions (not model-specific, worst-case adversarial corruptions). We thus aim to allow benchmark-studies regarding robustness against realistic outliers.

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/maxitwo

Replication package of the paper "Two is Better Than One: Digital Siblings to Improve Autonomous Driving Testing"

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/muprl

Replication package for the paper "μPRL: a Mutation Testing Pipeline for Deep Reinforcement Learning based on Real Faults" ICSE 2025.

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/genbo

Replication package for the paper "Boundary State Generation for Testing and Improvement of Autonomous Driving Systems"

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/adversarial-rl-icst-2024

Replication package for the paper "Adversarial Testing with Reinforcement Learning: A Case Study on Autonomous Driving"

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/deepatash

focused test generation for DL systems

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/urop-2021-exercise

Repository for UROP 2021 exercise

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/adaptive-tg-qgrams

Replication package for the arxiv submission: "Adaptive Test Generation with Qgrams".

Last synced: 15 Nov 2024

https://github.com/testingautomated-usi/unboxer

An Empirical Study on Low- and High-Level Explanations of Deep Learning Misbehaviours

Last synced: 15 Nov 2024