A collection of utility methods for learning setups (oracle wrappers, etc.)

A collection of membership oracles

Support classes for easily writing integration test cases for learning algorithms

Support classes for easily writing unit tests for various components of LearnLib

A collection of equivalence oracles

Caches to avoid posing duplicate membership queries

This artifact provides the implementation of the L* learning algorithm described in the paper "Learning Regular Sets from Queries and Counterexamples" (https://doi.org/10.1016/0890-5401(87)90052-6) by Dana Angluin including variations ...

This artifact provides the implementations of various learning algorithms based on the "lazy partition refinement" concept as described in the paper "Active Automata Learning as Black-Box Search and Lazy Partition Refinement" ...

A learning algorithm, which distinguishes hypothesis states using a discrimination tree.

This artifact provides the implementation of the learning algorithm described in the book "An Introduction to Computational Learning Theory" by Michael Kearns and Umesh Vazirani.

This artifact provides the implementation of the TTT algorithm as described in the paper "The TTT Algorithm: A Redundancy-Free Approach to Active Automata Learning" (https://doi.org/10.1007/978-3-319-11164-3_26) by Malte Isberner, ...