Formal Reasoning About Probabilistic Programs: Breaking New Ground for Automation

Weakest Preexpectation Semantics for Bayesian Inference

Autori: Szymczak, Marcin; Katoen, Joost-Pieter
Pubblicato in: Tutorial Lectures 5th International School on Engineering Trustworthy Software Systems, Numero 12154, 2019, Pagina/e 44--121
Editore: Springer
DOI: 10.1007/978-3-030-55089-9_3

Symbolic Quantitative Information Flow for Probabilistic Programs

Autori: Philipp Schröer, Francesca Randone, Raúl Pardo, Andrzej Wa̧sowski
Pubblicato in: Lecture Notes in Computer Science, Principles of Verification: Cycling the Probabilistic Landscape, Numero 15260, 2024, Pagina/e 128-154
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-75783-9_6

Parameter Synthesis in Markov Models: A Gentle Survey

Autori: Nils Jansen, Sebastian Junges, Joost-Pieter Katoen
Pubblicato in: Lecture Notes in Computer Science, Principles of Systems Design, Numero 13660, 2024, Pagina/e 407-437
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-22337-2_20

J-P: MDP. FP. PP

Autori: Kevin Batz, Benjamin Lucien Kaminski, Christoph Matheja, Tobias Winkler
Pubblicato in: Lecture Notes in Computer Science, Principles of Verification: Cycling the Probabilistic Landscape, Numero 15260, 2024, Pagina/e 255-302
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-75783-9_11

Search and Explore: Symbiotic Policy Synthesis in POMDPs

Autori: Roman Andriushchenko, Alexander Bork, Milan Češka, Sebastian Junges, Joost-Pieter Katoen, Filip Macák
Pubblicato in: Lecture Notes in Computer Science, Computer Aided Verification, 2024, Pagina/e 113-135, ISSN 2331-8422
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-37709-9_6

Certificates for Probabilistic Pushdown Automata via Optimistic Value Iteration

Autori: Tobias Winkler, Joost-Pieter Katoen
Pubblicato in: Lecture Notes in Computer Science, Tools and Algorithms for the Construction and Analysis of Systems, Numero 13994, 2024, Pagina/e 391-409
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-30820-8_24

Unbounded-Time Safety Verification of Stochastic Differential Dynamics

Autori: Feng, Shenghua; Chen, Mingshuai; Xue, Bai; Sankaranarayanan, Sriram; Zhan, Naijun
Pubblicato in: Computer Aided Verification : 32nd International Conference, CAV 2020, Numero 12225, 2020, Pagina/e 327--348
Editore: Springer
DOI: 10.18154/rwth-2020-07595

Model Checking Temporal Properties of Recursive Probabilistic Programs

Autori: Tobias Winkler, Christina Gehnen, Joost-Pieter Katoen
Pubblicato in: Lecture Notes in Computer Science, Foundations of Software Science and Computation Structures, Numero 13242, 2022, Pagina/e 449-469
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-99253-8_23

Counterexample-Driven Synthesis for Probabilistic Program Sketches

Autori: Milan Češka, Christian Hensel, Sebastian Junges, Joost-Pieter Katoen
Pubblicato in: Formal Methods – The Next 30 Years - Third World Congress, FM 2019, Porto, Portugal, October 7–11, 2019, Proceedings, Numero 11800, 2019, Pagina/e 101-120, ISBN 978-3-030-30941-1
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-30942-8_8

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

Autori: Milan Češka, Christian Dehnert, Nils Jansen, Sebastian Junges, Joost-Pieter Katoen
Pubblicato in: From Reactive Systems to Cyber-Physical Systems - Essays Dedicated to Scott A. Smolka on the Occasion of His 65th Birthday, Numero 11500, 2019, Pagina/e 107-125, ISBN 978-3-030-31513-9
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-31514-6_7

Learning One-Clock Timed Automata

Autori: Jie An, Mingshuai Chen, Bohua Zhan, Naijun Zhan, Miaomiao Zhang
Pubblicato in: 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, Numero 12078, 2020, Pagina/e 444-462, ISBN 978-3-030-45189-9
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-45190-5_25

Gradient-Descent for Randomized Controllers Under Partial Observability

Autori: Linus Heck, Jip Spel, Sebastian Junges, Joshua Moerman, Joost-Pieter Katoen
Pubblicato in: Lecture Notes in Computer Science, Verification, Model Checking, and Abstract Interpretation, Numero 13182, 2023, Pagina/e 127-150
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-94583-1_7

Lower Bounds for Possibly Divergent Probabilistic Programs

Autori: Shenghua Feng, Mingshuai Chen, Han Su, Benjamin Lucien Kaminski, Joost-Pieter Katoen, Naijun Zhan
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 7, 2023, Pagina/e 696-726, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3586051

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

Autori: Qiuye Wang; Mingshuai Chen; Bai Xue; Naijun Zhan; Joost-Pieter Katoen
Pubblicato in: Information and Computation, Numero 289, 2022, Pagina/e 104965, ISSN 0890-5401
Editore: Academic Press
DOI: 10.1016/j.ic.2022.104965

The probabilistic model checker Storm

Autori: Christian Hensel, Sebastian Junges, Joost-Pieter Katoen, Tim Quatmann, Matthias Volk
Pubblicato in: International Journal on Software Tools for Technology Transfer, Numero 24, 2022, Pagina/e 589-610, ISSN 1433-2779
Editore: Springer Verlag
DOI: 10.1007/s10009-021-00633-z

Weighted programming : a programming paradigm for specifying mathematical models

Autori: Kevin Batz; Adrian Gallus; Benjamin Lucien Kaminski; Joost-Pieter Katoen; Tobias Winkler
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 2 (OOPSLA), 2022, Pagina/e 1-30, ISSN 2475-1421
Editore: ACM
DOI: 10.18154/rwth-2022-04445

A Calculus for Amortized Expected Runtimes

Autori: Joost-Pieter Katoen; Christoph Matheja; Benjamin Lucien Kaminski; Kevin Batz; Lena Verscht
Pubblicato in: ACM Proceedings on Programming Languages, Numero 7 (POPL), 2023, Pagina/e 1957-1986, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3571260

Scenario-based verification of uncertain parametric MDPs

Autori: Thom Badings, Murat Cubuktepe, Nils Jansen, Sebastian Junges, Joost-Pieter Katoen, Ufuk Topcu
Pubblicato in: International Journal on Software Tools for Technology Transfer, Numero 24, 2022, Pagina/e 803-819, ISSN 1433-2779
Editore: Springer Verlag
DOI: 10.1007/s10009-022-00673-z

Automatically Finding the Right Probabilities in Bayesian Networks

Autori: Bahare Salmani, Joost-Pieter Katoen
Pubblicato in: Journal of Artificial Intelligence Research, Numero 77, 2023, Pagina/e 1637-1696, ISSN 1076-9757
Editore: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.14044

Programmatic Strategy Synthesis: Resolving Nondeterminism in Probabilistic Programs

Autori: Kevin Batz, Tom Jannik Biskup, Joost-Pieter Katoen, Tobias Winkler
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 8, 2024, Pagina/e 2792-2820, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3632935

Synthesizing optimal bias in randomized self-stabilization

Autori: Matthias Volk; Borzoo Bonakdarpour; Joost-Pieter Katoen; Saba Aflaki
Pubblicato in: Distributed Computing, Numero 35(1), 2022, Pagina/e 37-57, ISSN 0178-2770
Editore: Springer Verlag
DOI: 10.1007/s00446-021-00408-4

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

Autori: Kevin Batz, Benjamin Lucien Kaminski, Joost-Pieter Katoen, Christoph Matheja, Thomas Noll
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 3/POPL, 2019, Pagina/e 1-29, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3290347

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

Autori: Mingshuai Chen, Martin Fränzle, Yangjia Li, Peter N. Mosaad, Naijun Zhan
Pubblicato in: Acta Informatica, 2020, ISSN 0001-5903
Editore: Springer Verlag
DOI: 10.1007/s00236-020-00374-7

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

Autori: Marcel Hark, Benjamin Lucien Kaminski, Jürgen Giesl, Joost-Pieter Katoen
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 4/POPL, 2020, Pagina/e 1-28, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3371105

A Deductive Verification Infrastructure for Probabilistic Programs

Autori: Philipp Schröer, Kevin Batz, Benjamin Lucien Kaminski, Joost-Pieter Katoen, Christoph Matheja
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 7, 2023, Pagina/e 2052-2082, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3622870

Counterexample-guided inductive synthesis for probabilistic systems

Autori: Milan Ceska; Christian Hensel; Sebastian Junges; Joost-Pieter Katoen
Pubblicato in: Formal Aspects of Computing, Numero 33, 2021, Pagina/e 637-667, ISSN 0934-5043
Editore: 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

Autori: Lena Verscht, Benjamin Lucien Kaminski
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 9, 2025, Pagina/e 1782-1811, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3704896

Residuality and Learning for Nondeterministic Nominal Automata

Autori: Joshua Moerman; Matteo Sammartino
Pubblicato in: Logical Methods in Computer Science, 2022, Pagina/e 27, ISSN 1860-5974
Editore: Technischen Universitat Braunschweig
DOI: 10.18154/rwth-2022-01946

An Oracle-Guided Approach to Constrained Policy Synthesis Under Uncertainty

Autori: Roman Andriushchenko, Milan Češka, Filip Macák, Sebastian Junges, Joost-Pieter Katoen
Pubblicato in: Journal of Artificial Intelligence Research, Numero 82, 2025, Pagina/e 433-469, ISSN 1076-9757
Editore: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.16593

Exact Bayesian Inference for Loopy Probabilistic Programs using Generating Functions

Autori: Lutz Klinkenberg, Christian Blumenthal, Mingshuai Chen, Darion Haase, Joost-Pieter Katoen
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 8, 2024, Pagina/e 923-953, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3649844

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

Autori: Kevin Batz; Benjamin Lucien Kaminski; Joost-Pieter Katoen; Christoph Matheja
Pubblicato in: Proceedings of the ACM on Programming Languages, Numero 5 (POPL), 2021, Pagina/e 1-30, ISSN 2475-1421
Editore: ACM
DOI: 10.1145/3434320

The complexity of reachability in parametric Markov decision processes

Autori: Sebastian Junges; Joost-Pieter Katoen; Guillermo A. Pérez; Tobias Winkler
Pubblicato in: Journal of Computer and System Sciences, Numero 119, 2021, Pagina/e 183-210, ISSN 0022-0000
Editore: Academic Press
DOI: 10.1016/j.jcss.2021.02.006

PAYNT: A Tool for Inductive Synthesis of Probabilistic Programs

Autori: Roman Andriushchenko; Milan Ceska; Sebastian Junges; Joost-Pieter Katoen; Simon Stupinsky
Pubblicato in: Proceedings 33rd International Conference on Computer-Aided Verification (CAV), Numero 12759, 2021, Pagina/e 856-869
Editore: Springer
DOI: 10.1007/978-3-030-81685-8_40

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

Autori: Tobias Winkler, Joost-Pieter Katoen
Pubblicato in: 2023 38th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS), 2023, Pagina/e 1-13
Editore: IEEE
DOI: 10.1109/lics56636.2023.10175714

Automated Termination Analysis of Polynomial Probabilistic Programs

Autori: Moosbrugger, Marcel; Bartocci, Ezio; Katoen, Joost-Pieter; Kovács, Laura
Pubblicato in: Proceedings 30th European Symposium on Programming (ESOP), Numero 12648, 2021, Pagina/e 491--518
Editore: Springer
DOI: 10.1007/978-3-030-72019-3_18

Latticed k-Induction with an Application to Probabilistic Programs

Autori: Kevin Batz; Mingshuai Chen; Benjamin Lucien Kaminski; Joost-Pieter Katoen; Christoph Matheja; Philipp Schröer
Pubblicato in: Proceedings 33rd International Conference on Computer Aided Verification (CAV), Numero 12760, 2021, Pagina/e 524-549
Editore: Springer
DOI: 10.18154/rwth-2021-06838

Residual Nominal Automata

Autori: Moerman, J; Sammartino, M
Pubblicato in: Leibniz International Proceedings in Informatics (LIPIcs), Concurrency Theory, Numero 171, 2020, Pagina/e 44:1-44:21
Editore: Schloss Dagstuhl – Leibniz-Zentrum für Informatik
DOI: 10.18154/rwth-2020-03711

Inductive Synthesis for Probabilistic Programs Reaches New Horizons

Autori: Roman Andriushchenko; Milan Češka; Sebastian Junges; Joost-Pieter Katoen
Pubblicato in: Proceedings 27th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS), Numero 12651, 2021, Pagina/e 191-209
Editore: Springer
DOI: 10.1007/978-3-030-72016-2_11

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

Autori: Mingshuai Chen; Joost-Pieter Katoen; Lutz Klinkenberg; Tobias Winkler
Pubblicato in: Proceedings 34th International Conference on Computer-Aided Verification (CAV), Numero 13371, 2022, Pagina/e 79-101
Editore: Springer
DOI: 10.1007/978-3-031-13185-1_5

The Probabilistic Termination Tool Amber

Autori: Moosbrugger, Marcel; Bartocci, Ezio ; Katoen, Joost-Pieter ; Kovács, Laura
Pubblicato in: Proceedings 24th International Symposium on Formal Methods (FM), Numero 13047, 2021, Pagina/e 667-675
Editore: Springer
DOI: 10.1007/978-3-030-90870-6_36

Fine-Tuning the Odds in Bayesian Networks

Autori: Bahare Salmani; Joost-Pieter Katoen
Pubblicato in: Proceedings 16th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU), Numero 12897, 2021, Pagina/e 268-283
Editore: Springer
DOI: 10.1007/978-3-030-86772-0_20

Foundations for Entailment Checking in Quantitative Separation Logic

Autori: Kevin Batz; Ira Fesefeldt; Marvin Jansen; Joost-Pieter Katoen; Florian Kessler; Christoph Matheja; Thomas Noll
Pubblicato in: Proceedings 31st European Symposium on Programming (ESOP), Numero 13240, 2022, Pagina/e 57-84
Editore: Springer
DOI: 10.1007/978-3-030-99336-8_3

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

Autori: Salmani, Bahare; Katoen, Joost-Pieter
Pubblicato in: IJCAI, 2023
Editore: ijcai.org
DOI: 10.48550/arxiv.2305.10051

Finding Provably Optimal Markov Chains

Autori: Jip Spel, Joost-Pieter Katoen, Sebastian Junges
Pubblicato in: Lecture Notes in Computer Science, International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Numero 12651, 2021, Pagina/e 173-190
Editore: Springer
DOI: 10.26226/morressier.604907f41a80aac83ca25cf0

PrIC3: Property Directed Reachability for MDPs

Autori: Batz, Kevin; Junges, Sebastian; Kaminski, Benjamin Lucien; Katoen, Joost-Pieter; Matheja, Christoph; Schröer, Philipp
Pubblicato in: Computer Aided Verification : 32nd International Conference, CAV 2020, Numero 12225, 2020, Pagina/e 512-538
Editore: Springer
DOI: 10.48550/arxiv.2004.14835

Bayesian Inference by Symbolic Model Checking

Autori: Bahare Salmani; Joost-Pieter Katoen
Pubblicato in: Proceedings 17 International Conference Quantitative Evaluation of Systems (QEST), Numero 12289, 2020, Pagina/e 115-133
Editore: Springer
DOI: 10.1007/978-3-030-59854-9_9

Inductive synthesis of finite-state controllers for POMDPs

Autori: Roman Andriushchenko; Milan Ceska; Sebastian Junges; Joost-Pieter Katoen
Pubblicato in: Uncertainty in Artificial Intelligence, Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence, UAI 2022, Numero 180, 2022, Pagina/e 85--95
Editore: PMLR

Synthesizing Invariant Barrier Certificates via Difference-of-Convex Programming

Autori: Qiuye Wang; Mingshuai Chen; Bai Xue; Naijun Zhan; Joost-Pieter Katoen
Pubblicato in: Proceedings 33rd International Conference on Computer-Aided Verification (CAV), Numero 12759, 2021, Pagina/e 443-466
Editore: Springer
DOI: 10.1007/978-3-030-81685-8_21

Separation and Renaming in Nominal Sets

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

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

Autori: Batz, Kevin; Fesefeldt, Ira; Jansen, Marvin; Katoen, Joost-Pieter; Keßler, Florian; Matheja, Christoph; Noll, Thomas
Pubblicato in: Lecture Notes in Computer Science, European Symposium on Programming, Numero 13240, 2022, Pagina/e 57-84
Editore: Springer
DOI: 10.48550/arxiv.2201.11464

Generating Functions for Probabilistic Programs

Autori: Klinkenberg, Lutz; Batz, Kevin; Kaminski, Benjamin Lucien; Katoen, Joost-Pieter; Moerman, Joshua; Winkler, Tobias; Maribel Fernández
Pubblicato in: Logic-Based Program Synthesis and Transformation, Numero 13, 2020, Pagina/e 231-248
Editore: Springer
DOI: 10.1007/978-3-030-68446-4_12

Probabilistic Program Verification via Inductive Synthesis of Inductive Invariants

Autori: Kevin Batz; Mingshuai Chen; Sebastian Junges; Benjamin Lucien Kaminski; Joost-Pieter Katoen; Christoph Matheja
Pubblicato in: 29th International Conference Tools and Algorithms for the Construction and Analysis of Systems (TACAS), Numero 13994, 2023, Pagina/e 410-429
Editore: Springer
DOI: 10.1007/978-3-031-30820-8_25

Advanced weakest precondition calculi for probabilistic programs

Autori: Kaminski, Benjamin Lucien
Pubblicato in: Aachen 1 Online-Ressource (xiv, 363 Seiten) : Illustrationen, Diagramme (2019). doi:10.18154/RWTH-2019-01829 = Dissertation, RWTH Aachen University, 2019, Numero 1, 2019
Editore: RWTH Aachen University, Germany
DOI: 10.18154/RWTH-2019-01829

Pubblicazioni

Condividi questa pagina Condividi questa pagina sui social network

Scarica Scarica il contenuto della pagina