Learning regular sets from queries and counterexamples
Information and Computation
Inference of finite automata using homing sequences
Information and Computation
An introduction to computational learning theory
An introduction to computational learning theory
LearnLib: a framework for extrapolating behavioral models
International Journal on Software Tools for Technology Transfer (STTT) - Special Section on FMICS 05
Model-driven development with the jABC
HVC'06 Proceedings of the 2nd international Haifa verification conference on Hardware and software, verification and testing
From ZULU to RERS: lessons learned in the ZULU challenge
ISoLA'10 Proceedings of the 4th international conference on Leveraging applications of formal methods, verification, and validation - Volume Part I
Automata learning with automated alphabet abstraction refinement
VMCAI'11 Proceedings of the 12th international conference on Verification, model checking, and abstract interpretation
libalf: the automata learning framework
CAV'10 Proceedings of the 22nd international conference on Computer Aided Verification
Middleware'11 Proceedings of the 12th ACM/IFIP/USENIX international conference on Middleware
Inferring canonical register automata
VMCAI'12 Proceedings of the 13th international conference on Verification, Model Checking, and Abstract Interpretation
Demonstrating learning of register automata
TACAS'12 Proceedings of the 18th international conference on Tools and Algorithms for the Construction and Analysis of Systems
A theory of history dependent abstractions for learning interface automata
CONCUR'12 Proceedings of the 23rd international conference on Concurrency Theory
LearnLib tutorial: from finite automata to register interface programs
ISoLA'12 Proceedings of the 5th international conference on Leveraging Applications of Formal Methods, Verification and Validation: technologies for mastering change - Volume Part I
Automated learning setups in automata learning
ISoLA'12 Proceedings of the 5th international conference on Leveraging Applications of Formal Methods, Verification and Validation: technologies for mastering change - Volume Part I
Proceedings of the 12th International Middleware Conference
BULL: a library for learning algorithms of boolean functions
TACAS'13 Proceedings of the 19th international conference on Tools and Algorithms for the Construction and Analysis of Systems
Active continuous quality control
Proceedings of the 16th International ACM Sigsoft symposium on Component-based software engineering
Hybrid learning: interface generation through static, dynamic, and symbolic analysis
Proceedings of the 2013 International Symposium on Software Testing and Analysis
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The Next Generation LearnLib (NGLL) is a framework for model-based construction of dedicated learning solutions on the basis of extensible component libraries, which comprise various methods and tools to deal with realistic systems including test harnesses, reset mechanisms and abstraction/refinement techniques. Its construction style allows application experts to control, adapt, and evaluate complex learning processes with minimal programming expertise.