tudelft-cda-lab/GROOT

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Python
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MIT License
Created almost 4 years ago
Updated 10 months ago

tudelft-cda-lab/GROOT

tudelft-cda-lab

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[ICML 2021] A fast algorithm for fitting robust decision trees. http://proceedings.mlr.press/v139/vos21a.html

SAGE

[TDSC 2021] IntruSion alert-driven Attack Graph Extractor. https://ieeexplore.ieee.org/document/9557854

FlexFringe

The FlexFringe tool for flexible learning of state machines (deterministic automata) from traces. See the paper at https://arxiv.org/abs/2203.16331

SECLEDS

[ECML 2022] SECLEDS: Sequence Clustering in Evolving Data Streams via Multiple Medoids and Medoid Voting

FlexFringe-python

Python wrapper for flexfringe

GRAMS

malpaca-pub

Network behavior discovery and behavioral profile generation. https://link.springer.com/chapter/10.1007/978-3-030-62582-5_15

ROCT

[AAAI 2022] Robust Optimal Classification Trees Against Adversarial Examples

OMDT

[IJCAI 2023] Optimizing decision tree policies for Markov Decision Processes (MDPs) using Mixed-Integer Linear Programming.

ENCODE

Python package for encoding NetFlow data for network anomaly detection

robust-relabeling

[ECML-PKDD 2022] Adversarially robust decision tree relabeling

SymLoop

A symbolic execution engine that can find errors that require many iterations through loops.

PrivaTree

PrivaTree: An algorithm for training differentially-private decision trees

NIDS-Dataset-Quality-Evaluation

Jupyter Notebook

Tutorials

Tutorials for the cda-lab tools

CATMA

Conformance Analysis Tool For Microservice Applications

GROOT-experiment-code

xai-pipeline

[EuroS&P 2023] XAI pipeline in Python

Jupyter Notebook