Martin Tappler, Andrea Pferscher, Bernhard Aichernig and Bettina Könighofer Learning and Repair of Deep Reinforcement Learning Policies from Fuzz-Testing Data
ICSE 2024 - Proceedings of the 46th IEEE/ACM International Conference on Software Engineering
27-39
Edi Muškardin, Martin Tappler, Bernhard K. Aichernig and Ingo Pill Reinforcement Learning Under Partial Observability Guided by Learned Environment Models
iFM 2023 - 18th International Conference, iFM 2023, Proceedings
257-276
Martin Tappler and Bernhard K. Aichernig Differential Safety Testing of Deep RL Agents Enabled by Automata Learning
Bridging the Gap Between AI and Reality - 1st International Conference, AISoLA 2023, Proceedings
138-159
Felix Wallner, Bernhard K. Aichernig and Christian Burghard It’s Not a Feature, It’s a Bug
ICSE 2024 - Proceedings of the 46th IEEE/ACM International Conference on Software Engineering
Martin Tappler, Edi Muskardin, Bernhard K. Aichernig and Bettina Koninghofer Learning Environment Models with Continuous Stochastic Dynamics - With an Application to Deep RL Testing
Proceedings - 2024 IEEE Conference on Software Testing, Verification and Validation, ICST 2024
197-208
Andrea Pferscher and Bernhard Aichernig Stateful Black-Box Fuzzing of Bluetooth Devices Using Automata Learning
NASA Formal Methods
373-392
Bernhard Aichernig, Sandra König, Cristinel Mateis, Andrea Pferscher, Dominik Schmidt and Martin Tappler Constrained Training of Recurrent Neural Networks for Automata Learning
Software Engineering and Formal Methods
Martin Tappler, Filip Cano Córdoba, Bernhard Aichernig and Bettina Könighofer Search-Based Testing of Reinforcement Learning
Thirty-First International Joint Conference on Artificial Intelligence (IJCAI 2022)
503-510
Bernhard Aichernig, Edi Muškardin and Andrea Pferscher Active vs. Passive: A Comparison of Automata Learning Paradigms for Network Protocols
Formal Methods for Autonomous Systems and Automated and verifiable Software sYstem DEvelopment
1-19
Edi Muškardin, Bernhard K. Aichernig, Ingo Pill and Martin Tappler Learning Finite State Models fromRecurrent Neural Networks
Integrated Formal Methods - 17th International Conference, IFM 2022, Proceedings
229-248
Martin Tappler, Bernhard K. Aichernig and Florian Lorber Timed Automata Learning via SMT Solving
NASA Formal Methods - 14th International Symposium, NFM 2022, Proceedings
489-507
Bernhard Aichernig, Edi Muskardin and Andrea Pferscher Learning-Based Fuzzing of IoT Message Brokers
Proceedings - 2021 IEEE 14th International Conference on Software Testing, Verification and Validation, ICST 2021
47-58
Andrea Pferscher and Bernhard Aichernig Fingerprinting Bluetooth Low Energy Devices via Active Automata Learning
Formal Methods - 24th International Symposium, FM 2021, Proceedings
524-542
Edi Muskardin, Bernhard Aichernig, Ingo Pill, Andrea Pferscher and Martin Tappler AALpy: An Active Automata Learning Library
Automated Technology for Verification and Analysis - ATVA 2021
67-73
Martin Tappler, Edi Muskardin, Bernhard K. Aichernig and Ingo Pill Active Model Learning of Stochastic Reactive Systems
Software Engineering and Formal Methods - 19th International Conference, SEFM 2021, Proceedings
481-500
Renata Martins Gomes, Bernhard Aichernig and Marcel Carsten Baunach A Formal Modeling Approach for Portable Low-Level OS Functionality
Software Engineering and Formal Methods - 18th International Conference, SEFM 2020, Proceedings
155-174
Bernhard Aichernig and Benedikt Maderbacher Step-Wise Development of Provably Correct Actor Systems
Leveraging Applications of Formal Methods, Verification and Validation
426-448
Andrea Pferscher and Bernhard Aichernig Learning Abstracted Non-deterministic Finite State Machines
Testing Software and Systems - 32nd IFIP WG 6.1 International Conference, ICTSS 2020, Proceedings
52-69
Bernhard Aichernig, Andrea Pferscher and Martin Tappler From Passive to Active: Learning Timed Automata Efficiently
NASA Formal Methods - 12th International Symposium, NFM 2020, Proceedings
1-19
Bernhard Aichernig, Martin Tappler and Felix Wallner Benchmarking Combinations of Learning and Testing Algorithms for Active Automata Learning
Tests and Proofs - 14th International Conference, TAP 2020, held as part of STAF 2020, Proceedings
3-22
Bernhard Aichernig and Christian Burghard Giving a Model-Based Testing Language a Formal Semantics via Partial MAX-SAT
Testing Software and Systems - 32nd IFIP WG 6.1 International Conference, ICTSS 2020, Proceedings
35-51
Martin Tappler, Bernhard Aichernig, Kim Guldstrand Larsen and Florian Lorber Time to Learn - Learning Timed Automata from Tests
Formal Modeling and Analysis of Timed Systems - 17th International Conference, FORMATS 2019, Amsterdam, The Netherlands, August 27-29, 2019, Proceedings
216 - 235
Bernhard K. Aichernig, Roderick Bloem, Masoud Ebrahimi, Martin Horn, Franz Pernkopf, Wolfgang Roth, Astrid Rupp, Martin Tappler and Markus Tranninger Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning
Testing Software and Systems
3-21
Martin Tappler, Bernhard Aichernig, Giovanni Bacci, Maria Eichlseder and Kim Guldstrand Larsen L*-Based Learning of Markov Decision Processes
Formal Methods - The Next 30 Years
651 - 669
Bernhard Aichernig A Testing Perspective on Algebraic, Denotational, and Operational Semantics
Unifying Theories of Programming
22-38
Bernhard Aichernig, Benedikt Maderbacher and Stefan Tiran Programming Behavioral Test Models for SMT Solving in Scala
2019 IEEE International Conference on Software Testing, Verification and Validation Workshops, {ICST} Workshops 2019, Xi'an, China, April 22-23, 2019
52-60
Bernhard Aichernig, Christian Burghard and Robert Korosec Learning-Based Testing of an Industrial Measurement Device
NASA Formal Methods - 11th International Symposium, NFM 2019, Houston, TX, USA, May 7-9, 2019, Proceedings
1-18
Bernhard Aichernig, Franz Pernkopf, Richard Alexander Schumi and Andreas Wurm Predicting and Testing Latencies with Deep Learning: An IoT Case Study
Tests and Proofs - 13th International Conference, {TAP} 2019, Held as Part of the Third World Congress on Formal Methods 2019, Porto, Portugal, October 9-11, 2019, Proceedings
93-111
Bernhard K. Aichernig and Richard Alexander Schumi How Fast is MQTT? Statistical Model Checking and Testing of IoT Protocols
Quantitative Evaluation of Systems - 15th International Conference, QEST 2018
Bernhard K. Aichernig, Severin Kann and Richard Alexander Schumi Statistical Model Checking of Response Times for Different System Deployments
Dependable Software Engineering. Theories, Tools, and Applications – 4th International Symposium, SETTA 2018
Bernhard Aichernig, Roderick Bloem, Masoud Ebrahimi, Martin Tappler and Johannes Winter Automata Learning for Symbolic Execution
2018 Formal Methods in Computer Aided Design, FMCAD 2018, Austin, TX, USA, October 30 - November 2, 2018
130 - 138
Bernhard K. Aichernig and Richard Alexander Schumi Statistical Model Checking Meets Property-Based Testing
10th IEEE International Conference on Software Testing, Verification and Validation (ICST 2017)
390-400
Bernhard K. Aichernig, Silvio Marcovic and Richard Alexander Schumi Property-Based Testing with External Test-Case Generators
10th IEEE International Conference on Software Testing, Verification and Validation Workshops, ICST Workshops 2017, Tokyo, Japan, March 13-17, 2017
337-346
Bernhard K. Aichernig and Martin Tappler Learning from Faults: Mutation Testing in Active Automata Learning
NASA Formal Methods - 9th International Symposium
19-34
M. Tappler, B. K. Aichernig and R. Bloem Model-Based Testing IoT Communication via Active Automata Learning
2017 IEEE International Conference on Software Testing, Verification and Validation (ICST)
276-287
Bernhard Aichernig and Martin Tappler Probabilistic Black-Box Reachability Checking
Runtime Verification, 17th International Conference
50-67
Richard Alexander Schumi, Priska Lang, Bernhard K. Aichernig, Willibald Krenn and Rupert Schlick Checking Response-Time Properties of Web-Service Applications Under Stochastic User Profiles
29th IFIP International Conference on Testing, Software and Systems (ICTSS 2017)
Bernhard K. Aichernig, Florian Lorber and Martin Tappler Conformance Checking of Real-Time Models - Symbolic Execution vs. Bounded Model Checking
Theory and Practice of Formal Methods - Essays Dedicated to Frank de Boer on the Occasion of His 60th Birthday
15-32
Bernhard K. Aichernig and Florian Lukas Lorber On-the-Fly Determinization of Networks of Timed Automata
Proceedings of TASE 2016, the 10th International Symposium on Theoretical Aspects of Software Engineering July 17-19, 2016, Shanghai, China
14-21
Bernhard K. Aichernig and Richard Schumi Property-based Testing with FsCheck by Deriving Properties from Business Rule Models
Ninth IEEE International Conference on Software Testing, Verification and Validation Workshops, ICST Workshops 2016, Chicago, IL, USA, April 11-15, 2016
219-228
Bernhard K. Aichernig and Martin Tappler Symbolic Input-Output Conformance Checking for Model-Based Mutation Testing
The 1st workshop on Uses of Symbolic Execution (USE), Oslo, Norway, 23-25 June 2015. Proceedings
3-19
Bernhard K. Aichernig and Richard Alexander Schumi Towards Integrating Statistical Model Checking into Property-Based Testing
14th ACM/IEEE International Conference on Formal Methods and Models for Codesign, MEMOCODE 2016, Kanpur, India, November 18-20, 2016
71-76
Bernhard Aichernig, Roderick Bloem, Franz Pernkopf, Franz Röck, Tobias Schrank and Martin Tappler Learning Models of a Network Protocol using Neural Network Language Models
IEEE Symposium on Security and Privacy, SP 2016, San Jose, CA, USA, May 22-26, 2016
Florian Lukas Lorber, Amnon Rosenmann, Dejan Nickovic and Bernhard Aichernig Bounded Determinization of Timed Automata with Silent Transitions
Formal Modeling and Analysis of Timed Systems, FORMATS 13, 2015, Madrid, Spain
288-304
Bernhard Aichernig, Klaus Hörmaier, Florian Lukas Lorber, Dejan Nickovic and Stefan Tiran Require, Test and Trace IT
Formal Methods for Industrial Critical Systems
113-127
Bernhard Aichernig and Florian Lukas Lorber Towards Generation of Adaptive Test Cases from Partial Models of Determinized Timed Automata
Software Testing, Verification and Validation Workshops (ICSTW) 2015
1-6
Bernhard Aichernig, Dejan Nickovic and Stefan Tiran Scalable Incremental Test-case Generation from Large Behavior Models
Tests and Proofs
1-18
Bernhard Aichernig, Harald Brandl, Elisabeth Jöbstl, Willibald Karl Krenn, Rupert Schlick and Stefan Tiran MoMuT::UML - model-based mutation testing for UML
IEEE 8th Int. Conf. on Software Testing, Verification and Validation, ICST 2015
1-8
Bernhard Aichernig, Florian Lukas Lorber and Stefan Tiran Formal Test-Driven Development with Verified Test Cases
Proceedings of the 2nd International Conference on Model-Driven Engineering and Software Development
626-635
Bernhard Aichernig, Klaus Hörmaier and Florian Lukas Lorber Debugging with Timed Automata Mutations
Computer Safety, Reliability, and Security
49-64
Bernhard Aichernig, Klaus Hörmaier, Florian Lorber, Dejan Nickovic, Rupert Schlick, Stefan Tiran and Didier Simoneau Integration of Requirements Engineering and Test-Case Generation via OSLC
2014 14th International Conference on Quality Software
117-126
Bernhard Aichernig, Jakob Auer, Elisabeth Jöbstl, Robert Korosec, Willibald Krenn, Rupert Schlick and Birgit Vera Schmidt Model-Based Mutation Testing of an Industrial Measurement Device
Tests and Proofs
1-9
Bernhard Aichernig, Florian Lukas Lorber and Dejan Nickovic Time for Mutants —Model-based Mutation Testing with Timed Automata
Tests and Proofs
20-38
Bernhard Aichernig, Elisabeth Jöbstl and Matthias Kegele Incremental Refinement Checking for Test Case Generation
Tests and Proofs
1-19
Bernhard Aichernig Model-based mutation testing of reactive systems - from semantics to automated test-case generation
Theories of Programming and Formal Methods
23-36
Bernhard Aichernig, Florian Lukas Lorber and Stefan Tiran Integrating model-based testing and analysis tools via test case exchange
IEEE International Symposium on Theoretical Aspects of Software Engineering
119-126
Bernhard Aichernig and Elisabeth Jöbstl Towards Symbolic Model-Based Mutation Testing: Pitfalls in Expressing Semantics as Constraints
Workshops Proceedings of the 5th Int. Conf. on Software Testing, Verification and Validation (ICST 2012)
752-757
Bernhard Aichernig and Elisabeth Jöbstl Towards Symbolic Model-Based Mutation Testing: Combining Reachability and Refinement Checking
Model-Based Testing (MBT)
88-102
Bernhard Aichernig and Elisabeth Jöbstl Efficient Refinement Checking for Model-Based Mutation Testing
Proceedings of the 12th International Conference on Quality Software (QSIC 2012)
21-30
Bernhard Aichernig The Science of Killing Bugs in a Black Box - (Keynote Talk)
Programming Languages
6-11
Bernhard Aichernig, Harald Brandl, Elisabeth Jöbstl and Willibald Krenn UML in Action: A Two-Layered Interpretation for Testing
Third IEEE International workshop UML and Formal Methods (UML & FM 2010)
1-8
Bernhard Aichernig, Harald Brandl, Elisabeth Jöbstl and Willibald Krenn Efficient Mutation Killers in Action
2011 Fourth International Conference on Software Testing, Verification and Validation (ICST 2011)
120-129
Christian Schwarzl, Bernhard Aichernig and Franz Wotawa Compositional Random Testing Using Extended Symbolic Transition Systems
Testing Software and Systems
179-194
Harald Brandl, Martin Weiglhofer and Bernhard Aichernig Automated Conformance Verification of Hybrid Systems
10th International Conference on Quality Software
3-12
Elisabeth Jöbstl, Martin Weiglhofer, Bernhard Aichernig and Franz Wotawa When BDDs Fail: Conformance Testing with Symbolic Execution and SMT Solving
2010 Third International Conference on Software Testing, Verification and Validation (ICST 2010)
479-488
Franz Wotawa, Mihai Nica and Bernhard Aichernig Generating Distinguishing Tests using the MINION Constraint Solver
Proc. of the 2nd Workshop on Constraints in Software Testing, Verification and Analysis (CSTVA'10)
1-6
Bernhard Aichernig, Harald Brandl, Elisabeth Jöbstl and Willibald Krenn Model-Based Mutation Testing of Hybrid Systems
Formal Methods for Components and Objects
228-249
Bernhard Aichernig Mapping UML to labeled transition systems for test-case generation – a translation via object-oriented action systems
Proc. of Formal Methods for Components and Objects (FMCO) 2009
228-249
Martin Weiglhofer and Bernhard Aichernig Unifying input output conformance
Proceedings of UTP 2008, the 2nd International Symposium on Unifying Theories of Programming, 8th-10th September, Trinity College Dublin, Ireland
181-201
Immo Grabe, Mohammad Mahdi Jaghoori, Joachim Klein, Sascha Klüppelholz, Andries Stam, Christel Baier, Tobias Blechmann, Bernhard Aichernig, Frank S. de Boer and Andreas Griesmayer The Credo Methodology - (Extended Version)
Formal Methods for Components and Objects - 8th International Symposium, FMCO 2009, Eindhoven, The Netherlands, November 4-6, 2009. Revised Selected Papers
41-69