Formal Reasoning About Probabilistic Programs: Breaking New Ground for Automation

Weakest Preexpectation Semantics for Bayesian Inference

Autores: Szymczak, Marcin; Katoen, Joost-Pieter
Publicado en: Tutorial Lectures 5th International School on Engineering Trustworthy Software Systems, Edición 12154, 2019, Página(s) 44--121
Editor: Springer
DOI: 10.1007/978-3-030-55089-9_3

Symbolic Quantitative Information Flow for Probabilistic Programs

Autores: Philipp Schröer, Francesca Randone, Raúl Pardo, Andrzej Wa̧sowski
Publicado en: Lecture Notes in Computer Science, Principles of Verification: Cycling the Probabilistic Landscape, Edición 15260, 2024, Página(s) 128-154
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-75783-9_6

Parameter Synthesis in Markov Models: A Gentle Survey

Autores: Nils Jansen, Sebastian Junges, Joost-Pieter Katoen
Publicado en: Lecture Notes in Computer Science, Principles of Systems Design, Edición 13660, 2024, Página(s) 407-437
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-22337-2_20

J-P: MDP. FP. PP

Autores: Kevin Batz, Benjamin Lucien Kaminski, Christoph Matheja, Tobias Winkler
Publicado en: Lecture Notes in Computer Science, Principles of Verification: Cycling the Probabilistic Landscape, Edición 15260, 2024, Página(s) 255-302
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-75783-9_11

Search and Explore: Symbiotic Policy Synthesis in POMDPs

Autores: Roman Andriushchenko, Alexander Bork, Milan Češka, Sebastian Junges, Joost-Pieter Katoen, Filip Macák
Publicado en: Lecture Notes in Computer Science, Computer Aided Verification, 2024, Página(s) 113-135, ISSN 2331-8422
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-37709-9_6

Certificates for Probabilistic Pushdown Automata via Optimistic Value Iteration

Autores: Tobias Winkler, Joost-Pieter Katoen
Publicado en: Lecture Notes in Computer Science, Tools and Algorithms for the Construction and Analysis of Systems, Edición 13994, 2024, Página(s) 391-409
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-30820-8_24

Unbounded-Time Safety Verification of Stochastic Differential Dynamics

Autores: Feng, Shenghua; Chen, Mingshuai; Xue, Bai; Sankaranarayanan, Sriram; Zhan, Naijun
Publicado en: Computer Aided Verification : 32nd International Conference, CAV 2020, Edición 12225, 2020, Página(s) 327--348
Editor: Springer
DOI: 10.18154/rwth-2020-07595

Model Checking Temporal Properties of Recursive Probabilistic Programs

Autores: Tobias Winkler, Christina Gehnen, Joost-Pieter Katoen
Publicado en: Lecture Notes in Computer Science, Foundations of Software Science and Computation Structures, Edición 13242, 2022, Página(s) 449-469
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-99253-8_23

Counterexample-Driven Synthesis for Probabilistic Program Sketches

Autores: Milan Češka, Christian Hensel, Sebastian Junges, Joost-Pieter Katoen
Publicado en: Formal Methods – The Next 30 Years - Third World Congress, FM 2019, Porto, Portugal, October 7–11, 2019, Proceedings, Edición 11800, 2019, Página(s) 101-120, ISBN 978-3-030-30941-1
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-30942-8_8

Model Repair Revamped - — On the Automated Synthesis of Markov Chains —

Autores: Milan Češka, Christian Dehnert, Nils Jansen, Sebastian Junges, Joost-Pieter Katoen
Publicado en: From Reactive Systems to Cyber-Physical Systems - Essays Dedicated to Scott A. Smolka on the Occasion of His 65th Birthday, Edición 11500, 2019, Página(s) 107-125, ISBN 978-3-030-31513-9
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-31514-6_7

Learning One-Clock Timed Automata

Autores: Jie An, Mingshuai Chen, Bohua Zhan, Naijun Zhan, Miaomiao Zhang
Publicado en: Tools and Algorithms for the Construction and Analysis of Systems - 26th International Conference, TACAS 2020, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2020, Dublin, Ireland, April 25–30, 2020, Proceedings, Part I, Edición 12078, 2020, Página(s) 444-462, ISBN 978-3-030-45189-9
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-45190-5_25

Gradient-Descent for Randomized Controllers Under Partial Observability

Autores: Linus Heck, Jip Spel, Sebastian Junges, Joshua Moerman, Joost-Pieter Katoen
Publicado en: Lecture Notes in Computer Science, Verification, Model Checking, and Abstract Interpretation, Edición 13182, 2023, Página(s) 127-150
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-94583-1_7

Lower Bounds for Possibly Divergent Probabilistic Programs

Autores: Shenghua Feng, Mingshuai Chen, Han Su, Benjamin Lucien Kaminski, Joost-Pieter Katoen, Naijun Zhan
Publicado en: Proceedings of the ACM on Programming Languages, Edición 7, 2023, Página(s) 696-726, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3586051

Encoding inductive invariants as barrier certificates: Synthesis via difference-of-convex programming

Autores: Qiuye Wang; Mingshuai Chen; Bai Xue; Naijun Zhan; Joost-Pieter Katoen
Publicado en: Information and Computation, Edición 289, 2022, Página(s) 104965, ISSN 0890-5401
Editor: Academic Press
DOI: 10.1016/j.ic.2022.104965

The probabilistic model checker Storm

Autores: Christian Hensel, Sebastian Junges, Joost-Pieter Katoen, Tim Quatmann, Matthias Volk
Publicado en: International Journal on Software Tools for Technology Transfer, Edición 24, 2022, Página(s) 589-610, ISSN 1433-2779
Editor: Springer Verlag
DOI: 10.1007/s10009-021-00633-z

Weighted programming : a programming paradigm for specifying mathematical models

Autores: Kevin Batz; Adrian Gallus; Benjamin Lucien Kaminski; Joost-Pieter Katoen; Tobias Winkler
Publicado en: Proceedings of the ACM on Programming Languages, Edición 2 (OOPSLA), 2022, Página(s) 1-30, ISSN 2475-1421
Editor: ACM
DOI: 10.18154/rwth-2022-04445

A Calculus for Amortized Expected Runtimes

Autores: Joost-Pieter Katoen; Christoph Matheja; Benjamin Lucien Kaminski; Kevin Batz; Lena Verscht
Publicado en: ACM Proceedings on Programming Languages, Edición 7 (POPL), 2023, Página(s) 1957-1986, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3571260

Scenario-based verification of uncertain parametric MDPs

Autores: Thom Badings, Murat Cubuktepe, Nils Jansen, Sebastian Junges, Joost-Pieter Katoen, Ufuk Topcu
Publicado en: International Journal on Software Tools for Technology Transfer, Edición 24, 2022, Página(s) 803-819, ISSN 1433-2779
Editor: Springer Verlag
DOI: 10.1007/s10009-022-00673-z

Automatically Finding the Right Probabilities in Bayesian Networks

Autores: Bahare Salmani, Joost-Pieter Katoen
Publicado en: Journal of Artificial Intelligence Research, Edición 77, 2023, Página(s) 1637-1696, ISSN 1076-9757
Editor: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.14044

Programmatic Strategy Synthesis: Resolving Nondeterminism in Probabilistic Programs

Autores: Kevin Batz, Tom Jannik Biskup, Joost-Pieter Katoen, Tobias Winkler
Publicado en: Proceedings of the ACM on Programming Languages, Edición 8, 2024, Página(s) 2792-2820, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3632935

Synthesizing optimal bias in randomized self-stabilization

Autores: Matthias Volk; Borzoo Bonakdarpour; Joost-Pieter Katoen; Saba Aflaki
Publicado en: Distributed Computing, Edición 35(1), 2022, Página(s) 37-57, ISSN 0178-2770
Editor: Springer Verlag
DOI: 10.1007/s00446-021-00408-4

Quantitative separation logic: a logic for reasoning about probabilistic pointer programs

Autores: Kevin Batz, Benjamin Lucien Kaminski, Joost-Pieter Katoen, Christoph Matheja, Thomas Noll
Publicado en: Proceedings of the ACM on Programming Languages, Edición 3/POPL, 2019, Página(s) 1-29, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3290347

Indecision and delays are the parents of failure—taming them algorithmically by synthesizing delay-resilient control

Autores: Mingshuai Chen, Martin Fränzle, Yangjia Li, Peter N. Mosaad, Naijun Zhan
Publicado en: Acta Informatica, 2020, ISSN 0001-5903
Editor: Springer Verlag
DOI: 10.1007/s00236-020-00374-7

Aiming low is harder: induction for lower bounds in probabilistic program verification

Autores: Marcel Hark, Benjamin Lucien Kaminski, Jürgen Giesl, Joost-Pieter Katoen
Publicado en: Proceedings of the ACM on Programming Languages, Edición 4/POPL, 2020, Página(s) 1-28, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3371105

A Deductive Verification Infrastructure for Probabilistic Programs

Autores: Philipp Schröer, Kevin Batz, Benjamin Lucien Kaminski, Joost-Pieter Katoen, Christoph Matheja
Publicado en: Proceedings of the ACM on Programming Languages, Edición 7, 2023, Página(s) 2052-2082, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3622870

Counterexample-guided inductive synthesis for probabilistic systems

Autores: Milan Ceska; Christian Hensel; Sebastian Junges; Joost-Pieter Katoen
Publicado en: Formal Aspects of Computing, Edición 33, 2021, Página(s) 637-667, ISSN 0934-5043
Editor: Springer Verlag
DOI: 10.1007/s00165-021-00547-2

A Taxonomy of Hoare-Like Logics: Towards a Holistic View using Predicate Transformers and Kleene Algebras with Top and Tests

Autores: Lena Verscht, Benjamin Lucien Kaminski
Publicado en: Proceedings of the ACM on Programming Languages, Edición 9, 2025, Página(s) 1782-1811, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3704896

Residuality and Learning for Nondeterministic Nominal Automata

Autores: Joshua Moerman; Matteo Sammartino
Publicado en: Logical Methods in Computer Science, 2022, Página(s) 27, ISSN 1860-5974
Editor: Technischen Universitat Braunschweig
DOI: 10.18154/rwth-2022-01946

An Oracle-Guided Approach to Constrained Policy Synthesis Under Uncertainty

Autores: Roman Andriushchenko, Milan Češka, Filip Macák, Sebastian Junges, Joost-Pieter Katoen
Publicado en: Journal of Artificial Intelligence Research, Edición 82, 2025, Página(s) 433-469, ISSN 1076-9757
Editor: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.16593

Exact Bayesian Inference for Loopy Probabilistic Programs using Generating Functions

Autores: Lutz Klinkenberg, Christian Blumenthal, Mingshuai Chen, Darion Haase, Joost-Pieter Katoen
Publicado en: Proceedings of the ACM on Programming Languages, Edición 8, 2024, Página(s) 923-953, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3649844

Relatively complete verification of probabilistic programs: an expressive language for expectation-based reasoning

Autores: Kevin Batz; Benjamin Lucien Kaminski; Joost-Pieter Katoen; Christoph Matheja
Publicado en: Proceedings of the ACM on Programming Languages, Edición 5 (POPL), 2021, Página(s) 1-30, ISSN 2475-1421
Editor: ACM
DOI: 10.1145/3434320

The complexity of reachability in parametric Markov decision processes

Autores: Sebastian Junges; Joost-Pieter Katoen; Guillermo A. Pérez; Tobias Winkler
Publicado en: Journal of Computer and System Sciences, Edición 119, 2021, Página(s) 183-210, ISSN 0022-0000
Editor: Academic Press
DOI: 10.1016/j.jcss.2021.02.006

PAYNT: A Tool for Inductive Synthesis of Probabilistic Programs

Autores: Roman Andriushchenko; Milan Ceska; Sebastian Junges; Joost-Pieter Katoen; Simon Stupinsky
Publicado en: Proceedings 33rd International Conference on Computer-Aided Verification (CAV), Edición 12759, 2021, Página(s) 856-869
Editor: Springer
DOI: 10.1007/978-3-030-81685-8_40

On Certificates, Expected Runtimes, and Termination in Probabilistic Pushdown Automata

Autores: Tobias Winkler, Joost-Pieter Katoen
Publicado en: 2023 38th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS), 2023, Página(s) 1-13
Editor: IEEE
DOI: 10.1109/lics56636.2023.10175714

Automated Termination Analysis of Polynomial Probabilistic Programs

Autores: Moosbrugger, Marcel; Bartocci, Ezio; Katoen, Joost-Pieter; Kovács, Laura
Publicado en: Proceedings 30th European Symposium on Programming (ESOP), Edición 12648, 2021, Página(s) 491--518
Editor: Springer
DOI: 10.1007/978-3-030-72019-3_18

Latticed k-Induction with an Application to Probabilistic Programs

Autores: Kevin Batz; Mingshuai Chen; Benjamin Lucien Kaminski; Joost-Pieter Katoen; Christoph Matheja; Philipp Schröer
Publicado en: Proceedings 33rd International Conference on Computer Aided Verification (CAV), Edición 12760, 2021, Página(s) 524-549
Editor: Springer
DOI: 10.18154/rwth-2021-06838

Residual Nominal Automata

Autores: Moerman, J; Sammartino, M
Publicado en: Leibniz International Proceedings in Informatics (LIPIcs), Concurrency Theory, Edición 171, 2020, Página(s) 44:1-44:21
Editor: Schloss Dagstuhl – Leibniz-Zentrum für Informatik
DOI: 10.18154/rwth-2020-03711

Inductive Synthesis for Probabilistic Programs Reaches New Horizons

Autores: Roman Andriushchenko; Milan Češka; Sebastian Junges; Joost-Pieter Katoen
Publicado en: Proceedings 27th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS), Edición 12651, 2021, Página(s) 191-209
Editor: Springer
DOI: 10.1007/978-3-030-72016-2_11

Does a Program Yield the Right Distribution? - Verifying Probabilistic Programs via Generating Functions

Autores: Mingshuai Chen; Joost-Pieter Katoen; Lutz Klinkenberg; Tobias Winkler
Publicado en: Proceedings 34th International Conference on Computer-Aided Verification (CAV), Edición 13371, 2022, Página(s) 79-101
Editor: Springer
DOI: 10.1007/978-3-031-13185-1_5

The Probabilistic Termination Tool Amber

Autores: Moosbrugger, Marcel; Bartocci, Ezio ; Katoen, Joost-Pieter ; Kovács, Laura
Publicado en: Proceedings 24th International Symposium on Formal Methods (FM), Edición 13047, 2021, Página(s) 667-675
Editor: Springer
DOI: 10.1007/978-3-030-90870-6_36

Fine-Tuning the Odds in Bayesian Networks

Autores: Bahare Salmani; Joost-Pieter Katoen
Publicado en: Proceedings 16th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU), Edición 12897, 2021, Página(s) 268-283
Editor: Springer
DOI: 10.1007/978-3-030-86772-0_20

Foundations for Entailment Checking in Quantitative Separation Logic

Autores: Kevin Batz; Ira Fesefeldt; Marvin Jansen; Joost-Pieter Katoen; Florian Kessler; Christoph Matheja; Thomas Noll
Publicado en: Proceedings 31st European Symposium on Programming (ESOP), Edición 13240, 2022, Página(s) 57-84
Editor: Springer
DOI: 10.1007/978-3-030-99336-8_3

Finding an $ε$-close Variation of Parameters in Bayesian Networks

Autores: Salmani, Bahare; Katoen, Joost-Pieter
Publicado en: IJCAI, 2023
Editor: ijcai.org
DOI: 10.48550/arxiv.2305.10051

Finding Provably Optimal Markov Chains

Autores: Jip Spel, Joost-Pieter Katoen, Sebastian Junges
Publicado en: Lecture Notes in Computer Science, International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Edición 12651, 2021, Página(s) 173-190
Editor: Springer
DOI: 10.26226/morressier.604907f41a80aac83ca25cf0

PrIC3: Property Directed Reachability for MDPs

Autores: Batz, Kevin; Junges, Sebastian; Kaminski, Benjamin Lucien; Katoen, Joost-Pieter; Matheja, Christoph; Schröer, Philipp
Publicado en: Computer Aided Verification : 32nd International Conference, CAV 2020, Edición 12225, 2020, Página(s) 512-538
Editor: Springer
DOI: 10.48550/arxiv.2004.14835

Bayesian Inference by Symbolic Model Checking

Autores: Bahare Salmani; Joost-Pieter Katoen
Publicado en: Proceedings 17 International Conference Quantitative Evaluation of Systems (QEST), Edición 12289, 2020, Página(s) 115-133
Editor: Springer
DOI: 10.1007/978-3-030-59854-9_9

Inductive synthesis of finite-state controllers for POMDPs

Autores: Roman Andriushchenko; Milan Ceska; Sebastian Junges; Joost-Pieter Katoen
Publicado en: Uncertainty in Artificial Intelligence, Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence, UAI 2022, Edición 180, 2022, Página(s) 85--95
Editor: PMLR

Synthesizing Invariant Barrier Certificates via Difference-of-Convex Programming

Autores: Qiuye Wang; Mingshuai Chen; Bai Xue; Naijun Zhan; Joost-Pieter Katoen
Publicado en: Proceedings 33rd International Conference on Computer-Aided Verification (CAV), Edición 12759, 2021, Página(s) 443-466
Editor: Springer
DOI: 10.1007/978-3-030-81685-8_21

Separation and Renaming in Nominal Sets

Autores: Moerman, Joshua; Rot, Jurriaan
Publicado en: 28th EACSL Annual Conference on Computer Science Logic (CSL 2020)<br/>Computer Science Logic, CSL 2020, Barcelona, Spain, 2020-01-13 - 2020-01-16, Edición 3, 2020, ISBN 978-3-95977-132-0
Editor: Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik
DOI: 10.4230/LIPIcs.CSL.2020.31

Foundations for Entailment Checking in Quantitative Separation Logic (extended version)

Autores: Batz, Kevin; Fesefeldt, Ira; Jansen, Marvin; Katoen, Joost-Pieter; Keßler, Florian; Matheja, Christoph; Noll, Thomas
Publicado en: Lecture Notes in Computer Science, European Symposium on Programming, Edición 13240, 2022, Página(s) 57-84
Editor: Springer
DOI: 10.48550/arxiv.2201.11464

Generating Functions for Probabilistic Programs

Autores: Klinkenberg, Lutz; Batz, Kevin; Kaminski, Benjamin Lucien; Katoen, Joost-Pieter; Moerman, Joshua; Winkler, Tobias; Maribel Fernández
Publicado en: Logic-Based Program Synthesis and Transformation, Edición 13, 2020, Página(s) 231-248
Editor: Springer
DOI: 10.1007/978-3-030-68446-4_12

Probabilistic Program Verification via Inductive Synthesis of Inductive Invariants

Autores: Kevin Batz; Mingshuai Chen; Sebastian Junges; Benjamin Lucien Kaminski; Joost-Pieter Katoen; Christoph Matheja
Publicado en: 29th International Conference Tools and Algorithms for the Construction and Analysis of Systems (TACAS), Edición 13994, 2023, Página(s) 410-429
Editor: Springer
DOI: 10.1007/978-3-031-30820-8_25

Advanced weakest precondition calculi for probabilistic programs

Autores: Kaminski, Benjamin Lucien
Publicado en: Aachen 1 Online-Ressource (xiv, 363 Seiten) : Illustrationen, Diagramme (2019). doi:10.18154/RWTH-2019-01829 = Dissertation, RWTH Aachen University, 2019, Edición 1, 2019
Editor: RWTH Aachen University, Germany
DOI: 10.18154/RWTH-2019-01829

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