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 and optimizations thereof such as the versions based on "On the Learnability of Infinitary Regular
Sets" (https://doi.org/10.1006/inco.1995.1070) by Oded Maler and Amir Pnueli or "Inference of finite automata
using homing sequences" ...
Artifacts using LearnLib :: Algorithms :: L* (5)
Reuse Tree for (intelligently) caching membership queries as described in the paper "Reusing System
States by Active Learning Algorithms" (https://doi.org/10.1007/978-3-642-28033-7_6) by Oliver Bauer, Johannes
Neubauer, Bernhard ...
Last Release on Aug 13, 2026
An artifact that aggregates all other artifacts of LearnLib to produce an Uber-JAR that can be used in
non-maven environments. Likewise, this single artifact may be used in maven-aware environments to declare a
dependency on all ...
Last Release on Aug 13, 2026
This artifact provides the implementation of the AAAR learning algorithm as described in the paper "Automata
Learning with Automated Alphabet Abstraction Refinement" (https://doi.org/10.1007/978-3-642-18275-4_19) by
Falk Howar, ...
Last Release on Aug 13, 2026
This artifact provides the implementations of various learning algorithms for systems of procedural automata
such as the ones described in the papers "Compositional learning of mutually recursive procedural systems
...
Last Release on Aug 13, 2026
A generic, modular, and extensible protocol state fuzzer for network protocol implementations.
Last Release on Jun 22, 2026
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