Learning regular sets from queries and counterexamples
Information and Computation
Testing by means of inductive program learning
ACM Transactions on Software Engineering and Methodology (TOSEM)
Assessing Test Data Adequacy through Program Inference
ACM Transactions on Programming Languages and Systems (TOPLAS)
FORTE XII / PSTV XIX '99 Proceedings of the IFIP TC6 WG6.1 Joint International Conference on Formal Description Techniques for Distributed Systems and Communication Protocols (FORTE XII) and Protocol Specification, Testing and Verification (PSTV XIX)
Dynamic testing via automata learning
HVC'07 Proceedings of the 3rd international Haifa verification conference on Hardware and software: verification and testing
Increasing functional coverage by inductive testing: a case study
ICTSS'10 Proceedings of the 22nd IFIP WG 6.1 international conference on Testing software and systems
Incremental learning-based testing for reactive systems
TAP'11 Proceedings of the 5th international conference on Tests and proofs
Assessing test adequacy for black-box systems without specifications
ICTSS'11 Proceedings of the 23rd IFIP WG 6.1 international conference on Testing software and systems
ISoLA'12 Proceedings of the 5th international conference on Leveraging Applications of Formal Methods, Verification and Validation: technologies for mastering change - Volume Part I
Test-Case design by feature trees
ISoLA'12 Proceedings of the 5th international conference on Leveraging Applications of Formal Methods, Verification and Validation: technologies for mastering change - Volume Part I
Model-Based static code analysis for MATLAB models
ISoLA'12 Proceedings of the 5th international conference on Leveraging Applications of Formal Methods, Verification and Validation: technologies for mastering change - Volume Part I
An incremental learning algorithm for extended mealy automata
ISoLA'12 Proceedings of the 5th international conference on Leveraging Applications of Formal Methods, Verification and Validation: technologies for mastering change - Volume Part I
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
Guided GUI testing of android apps with minimal restart and approximate learning
Proceedings of the 2013 ACM SIGPLAN international conference on Object oriented programming systems languages & applications
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Model-based software testing is well established, and can be traced back to Moore's "Gedanken experiments" on finite state machines from 1956 [10]. The best known approaches involve the use of models (such as UML interaction diagrams or state machines) as the basis for selecting test inputs that seek to explore the core functionality of the system. Outputs from the test executions can subsequently be checked against the model.