www.prismmodelchecker.org

PRISM Publications

The following is a list of all PRISM-related papers authored or co-authored by members of the PRISM team.

See also the lists of selected PRISM papers, the full PRISM bibliography and external PRISM papers.

241 publications:

Case studies using PRISM

2020
2019
2018
  • [EPB18] Alexandros Evangelidis, David Parker and Rami Bahsoon. Performance Modelling and Verification of Cloud-based Auto-Scaling Policies. Future Generation Computer Systems, 87, pages 629-638, Elsevier. October 2018. [pdf] [bib] [Presents an approach for producing formal performance guarantees for cloud-based auto-scaling policies using PRISM.]
  • [GHI+18] Ruben Giaquinta, Ruth Hoffmann, Murray Ireland, Alice Miller and Gethin Norman. Strategy Synthesis for Autonomous Agents using PRISM. In Proc. 10th NASA Formal Methods Symposium (NFM 2018), volume 10811 of LNCS, pages 220-236, Springer. March 2018. [pdf] [bib] [Synthesises controllers for unmanned aerial vehicles using probabilistic model checking and PRISM.]
2017
2016
  • [HIM+16] Ruth Hoffmann, Murray L. Ireland, Alice Miller, Gethin Norman and Sandor M. Veres. Autonomous Agent Behaviour Modelled in PRISM - A Case Study. In Proc. 23rd International Symposium on Model Checking Software (SPIN'16), pages 104-110. 2016. [Describes the modelling and verification of an unmanned aerial vehicle (UAV) using PRISM.]
  • [LK16] Morteza Lahijanian and Marta Kwiatkowska. Specification Revision for Markov Decision Processes with Optimal Trade-off. In Proc. 55th Conference on Decision and Control (CDC'16), pages 7411-7418. 2016. [pdf] [bib] [Presents techniques for techniques for analysing trade-offs between the probability of satisfying a specification and the cost of revising, using PRISM as an underlying multi-objective model checker.]
  • [FWHT16] Lu Feng, Clemens Wiltsche, Laura Humphrey and Ufuk Topcu. Synthesis of Human-in-the-Loop Control Protocols for Autonomous Systems. IEEE Transactions on Automation Science and Engineering, 13(2), pages 450-462. 2016. [bib] [Uses PRISM and PRISM-games to synthesize control protocols for autonomous systems interacting with human operators.]
2015
2014
2013
  • [DKTT13] Frits Dannenberg, Marta Kwiatkowska, Chris Thachuk and Andrew J. Turberfield. DNA walker circuits: computational potential, design, and verification. In Proc. 19th International Conference on DNA Computing and Molecular Programming (DNA 19), volume 8141 of LNCS, pages 31-45, Springer. September 2013. [pdf] [bib] [Investigates the reliability, performance and correctness of DNA walker circuits using probabilistic model checking and PRISM.]
  • [CKSW13] Taolue Chen, Marta Kwiatkowska, Aistis Simaitis and Clemens Wiltsche. Synthesis for Multi-Objective Stochastic Games: An Application to Autonomous Urban Driving. In Proc. 10th International Conference on Quantitative Evaluation of SysTems (QEST'13), volume 8054 of LNCS, pages 322-337, Springer. August 2013. [pdf] [bib] [Proposes multi-objective strategy synthesis techniques for stochastic games, implemented in PRISM-games, and applies them to an autonomous vehicle case study.]
  • [DKN+13] Marie Duflot, Marta Kwiatkowska, Gethin Norman, David Parker, Sylvain Peyronnet, Claudine Picaronny and Jeremy Sproston. Practical Applications of Probabilistic Model Checking to Communication Protocols. In S. Gnesi and T. Margaria (editors), Formal Methods for Industrial Critical Systems: A Survey of Applications, pages 133-150, IEEE Computer Society Press. March 2013. [pdf] [bib] [Applies PRISM and APMC to analyse the IEEE 802.3 (CSMA/CD) protocol.]
  • [KPS13] Marta Kwiatkowska, David Parker and Aistis Simaitis. Strategic Analysis of Trust Models for User-Centric Networks. In Proc. 1st International Workshop on Strategic Reasoning (SR'13), volume 112 of EPTCS, pages 53-60. March 2013. [pdf] [bib] [Analyses a cooperation model for user-centric networks using PRISM-games.]
2012
2011
  • [Fru11] Matthias Fruth. Formal Methods for the Analysis of Wireless Network Protocols. Ph.D. thesis, Oxford University. October 2011. [pdf] [bib] [Analyses wireless network protocols such as Zigbee using probabilistic model checking and PRISM.]
  • [CKPS11] Taolue Chen, Marta Kwiatkowska, David Parker and Aistis Simaitis. Verifying Team Formation Protocols with Probabilistic Model Checking. In Proc. 12th International Workshop on Computational Logic in Multi-Agent Systems (CLIMA XII 2011), volume 6814 of LNCS, pages 190-297, Springer. July 2011. [pdf] [bib] [Analyses a team formation protocol using PRISM and a prototype extension for stochastic games.]
  • [YNN+11] Ender Yüksel‚ Hanne Riis Nielson‚ Flemming Nielson‚ Matthias Fruth and Marta Kwiatkowska. Optimizing Key Updates in Sensor Networks. In Proc. IEEE Sensors Applications Symposium (SAS'11), pages 82-87. February 2011. [bib] [Analyses the performance of ZigBee security key updates using PRISM.]
2010
  • [GKMMQ10] Felicita Di Giandomenico, Marta Kwiatkowska, Marco Martinucci, Paolo Masci, and Hongyang Qu. Dependability Analysis and Verification for Connected Systems. In Tiziana Margaria and Bernhard Steffen (editors), 4th International Symposium on Leveraging Applications of Formal Methods, Verification and Validation (ISOLA'10), volume 6416 of LNCS, pages 263-277, Springer. October 2010. [pdf] [Describes a framework for analsyis of connected systems, including probabilistic model checking using PRISM.]
2009
2008
2007
  • [KNP07b] Marta Kwiatkowska, Gethin Norman and David Parker. Controller Dependability Analysis By Probabilistic Model Checking. Control Engineering Practice, 15(11), pages 1427-1434, Elsevier. November 2007. [ps.gz] [pdf] [bib] [Illustrates the applicability of probabilistic model checking and PRISM to analysing dependability properties for a simple model of a software-based control systems.]
2006
2005
2004
2003
2002
2001

Underlying techniques in PRISM

2022
  • [KNPS22b] Marta Kwiatkowska, Gethin Norman, David Parker and Gabriel Santos. Symbolic Verification and Strategy Synthesis for Turn-based Stochastic Games. In Principles of Systems Design: Essays Dedicated to Thomas A. Henzinger on the Occasion of His 60th Birthday, volume 13660 of LNCS, Springer. December 2022. [pdf] [bib] [Investigates symbolic model checking of turn-based stochastic games, implemented in PRISM-games.]
  • [KNPS22] Marta Kwiatkowska, Gethin Norman, David Parker and Gabriel Santos. Correlated Equilibria and Fairness in Concurrent Stochastic Games. In Proc. 28th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'22), volume 13244 of LNCS, pages 60–78, Springer. April 2022. [pdf] [bib] [Presents novel techniques for synthesising equilibria in stochastic games, implemented in PRISM-games.]
2021
2020
  • [KNPS20b] Marta Kwiatkowska, Gethin Norman, David Parker and Gabriel Santos. Multi-player Equilibria Verification for Concurrent Stochastic Games. In Proc. 17th International Conference on Quantitative Evaluation of SysTems (QEST'20), Springer. August 2020. [pdf] [bib] [Presents techniques for model checking CSGs against equilibria-based properties over multiple coalitions, implemented in PRISM-games.]
2019
  • [KNP19] Marta Kwiatkowska, Gethin Norman and David Parker. Verification and Control of Turn-Based Probabilistic Real-Time Games. In The Art of Modelling Computational Systems: A Journey from Logic and Concurrency to Security and Privacy (Essays Dedicated to Catuscia Palamidessi on the Occasion of Her 60th Birthday), volume 11760 of LNCS, pages 379-396, Springer. November 2019. [pdf] [bib] [Proposes techniques for verifying probabilistic real-time games building on methods implemented in PRISM-games.]
  • [KNPS19] Marta Kwiatkowska, Gethin Norman, David Parker and Gabriel Santos. Equilibria-based Probabilistic Model Checking for Concurrent Stochastic Games. In Proc. 23rd International Symposium on Formal Methods (FM'19), volume 11800 of LNCS, pages 298-315, Springer. October 2019. [pdf] [bib] [Develops verification methods for stochastic games using Nash equilibria, implemented in PRISM-games.]
2018
  • [KNPS18] Marta Kwiatkowska, Gethin Norman, David Parker and Gabriel Santos. Automated Verification of Concurrent Stochastic Games. In Proc. 15th International Conference on Quantitative Evaluation of SysTems (QEST'18), volume 11024 of LNCS, pages 223-239, Springer. September 2018. [pdf] [bib] [Proposes verification techniques for concurrent stochastic games, and implements and evaluates them in an extension of PRISM-games.]
2017
2016
  • [Dan16] Frits Dannenberg. Modelling and verification for DNA nanotechnology. Ph.D. thesis, Department of Computer Science, University of Oxford. 2016. [pdf] [bib] [Develops models of DNA nanotechnology designs, based on continuous-time Markov chains, and associated model checking techniques.]
  • [vEJPV16] Christian von Essen, Barbara Jobstmann, David Parker and Rahul Varshneya. Synthesizing Efficient Systems in Probabilistic Environments. Acta Informatica, 53(4), pages 425–457, Springer. June 2016. [pdf] [bib] [Proposes efficient techniques for synthesising strategies in Markov decision processes against ratio objectives, implemented in an extension of PRISM.]
  • [KPR16] Nishanthan Kamaleson, David Parker and Jonathan E. Rowe. Finite-Horizon Bisimulation Minimisation for Probabilistic Systems. In Proc. 2016 International Symposium on Model Checking of Software (SPIN'16), volume 9641 of LNCS, pages 147-164, Springer. April 2016. [pdf] [bib] [Proposes a finite-horizon variant of probabilistic bisimulation and implements various associated minimisation algorithms in an extension of PRISM.]
2015
  • [DFK+15] Klaus Draeger, Vojtěch Forejt, Marta Kwiatkowska, David Parker and Mateusz Ujma. Permissive Controller Synthesis for Probabilistic Systems. Logical Methods in Computer Science, 11(2). 2015. [pdf] [bib] [Proposes techniques for permissive controller synthesis on stochastic games, implemented in an extension of PRISM.]
  • [Ujm15] Mateusz Ujma. On Verification and Controller Synthesis for Probabilistic Systems at Runtime. Ph.D. thesis, Department of Computer Science, University of Oxford. 2015. [pdf] [bib] [Develops various techniques for probabilistic verification and controller synthesis at runtime: incremental model checking, permissive controller synthesis and learning-based controller synthesis.]
  • [Wil15] Clemens Wiltsche. Assume-Guarantee Strategy Synthesis for Stochastic Games. Ph.D. thesis, Department of Computer Science, University of Oxford. 2015. [pdf] [bib] [Develops strategy synthesis techniques for stochastic games, in particular, compositional methods based on assume-guarantee rules.]
  • [LPH15] Bruno Lacerda, David Parker and Nick Hawes. Optimal Policy Generation for Partially Satisfiable Co-Safe LTL Specifications. In Proc. 24th International Joint Conference on Artificial Intelligence (IJCAI'15), pages 1587-1593, IJCAI/AAAI. August 2015. [pdf] [bib] [Proposes techniques for synthesising optimal policies in MDPs, building on multi-objective probabilistic model checking and PRISM, and applies them to robot task planning.]
  • [BBDL+15] Tomas Babiak, Frantisek Blahoudek, Alexandre Duret-Lutz, Joachim Klein, Jan Kretinsky, David Muller, David Parker and Jan Strejcek. The Hanoi Omega-Automata Format. In Proc. 27th International Conference on Computer Aided Verification (CAV'15), volume 9206 of LNCS, pages 479-486, Springer. July 2015. [pdf] [bib] [Proposes an exchange format for omega automata, and describes implemented support in a variety of tools, including PRISM.]
  • [BKTW15] Nicolas Basset, Marta Kwiatkowska, Ufuk Topcu and Clemens Wiltsche. Strategy Synthesis for Stochastic Games with Multiple Long-Run Objectives. In Proc. 21st International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'15), volume 9035 of LNCS, pages 256-271, Springer. April 2015. [pdf] [bib] [Proposes strategy synthesis for stochastic games with multiple long-run objectives, implemented in an extension of PRISM.]
2014
  • [CDKP14] Milan Ceska, Frits Dannenberg, Marta Kwiatkowska and Nicola Paoletti. Precise Parameter Synthesis for Stochastic Biochemical Systems. In Proc. 12th International Conference on Computational Methods in Systems Biology (CMSB'14), volume 8859 of LNCS/LNBI, pages 86-98, Springer. November 2014. [pdf] [bib] [Proposes parameter synthesis techniques for CSL properties on stochastic biochemical networks, to implemented in PRISM.]
  • [BKW14] Nicolas Basset, Marta Kwiatkowska and Clemens Wiltsche. Compositional Controller Synthesis for Stochastic Games. In P. Baldan and D. Gorla (editors), Proc. 25th International Conference on Concurrency Theory (CONCUR'14), volume 8704 of LNCS, pages 173-187, Springer. September 2014. [pdf] [bib] [Proposes compositional assume-guarantee strategy synthesis techniques for stochastic 2-player games.]
  • [Sim14] Aistis Simaitis. Automatic Verification of Competitive Stochastic Systems. Ph.D. thesis, Department of Computer Science, University of Oxford. March 2014. [pdf] [bib] [Presents novel techniques for verification using stochastic multi-player games and implements them in PRISM-games, an extension of PRISM.]
2013
  • [KNPQ13] Marta Kwiatkowska, Gethin Norman, David Parker and Hongyang Qu. Compositional Probabilistic Verification through Multi-Objective Model Checking. Information and Computation, 232, pages 38-65, Elsevier. November 2013. [pdf] [bib] [Presents assume-guarantee verification techniques for probabilistic automata, implemented as an extension of PRISM.]
  • [DHK13] Frits Dannenberg, Ernst Moritz Hahn and Marta Kwiatkowska. Computing Cumulative Rewards using Fast Adaptive Uniformisation. In Proc. 11th International Conference on Computational Methods in Systems Biology (CMSB'13), volume 8130 of LNCS, pages 33-49, Springer. September 2013. [pdf] [bib] [Develops fast adaptive uniformisation techniques for cumulative reward properties, implemented in PRISM.]
  • [CKSW13] Taolue Chen, Marta Kwiatkowska, Aistis Simaitis and Clemens Wiltsche. Synthesis for Multi-Objective Stochastic Games: An Application to Autonomous Urban Driving. In Proc. 10th International Conference on Quantitative Evaluation of SysTems (QEST'13), volume 8054 of LNCS, pages 322-337, Springer. August 2013. [pdf] [bib] [Proposes multi-objective strategy synthesis techniques for stochastic games, implemented in PRISM-games, and applies them to an autonomous vehicle case study.]
  • [CFK+13c] Taolue Chen, Vojtech Forejt, Marta Kwiatkowska, Aistis Simaitis and Clemens Wiltsche. On Stochastic Games with Multiple Objectives. In Proc. 38th International Symposium on Mathematical Foundations of Computer Science (MFCS'13), volume 8087 of LNCS, pages 266-277, Springer. August 2013. [pdf] [bib] [Studies strategy synthesis and Pareto set approximation for multiple reward objectives in stochastic 2-player games.]
  • [CFK+13b] Taolue Chen, Vojtěch Forejt, Marta Kwiatkowska, David Parker and Aistis Simaitis. Automatic Verification of Competitive Stochastic Systems. Formal Methods in System Design, 43(1), pages 61-92, Springer. August 2013. [pdf] [bib] [Introduces model checking techniques for stochastic multi-player games, implemented in the PRISM-games tool.]
2012
  • [FKP12] Vojtěch Forejt, Marta Kwiatkowska and David Parker. Pareto Curves for Probabilistic Model Checking. In Proc. 10th International Symposium on Automated Technology for Verification and Analysis (ATVA'12), volume 7561 of LNCS, pages 317-332, Springer. October 2012. [pdf] [bib] [Describes new techniques for multi-objective probabilistic model checking using Pareto curves, implemented in PRISM.]
  • [CFK+12b] Taolue Chen, Vojtěch Forejt, Marta Kwiatkowska, Aistis Simaitis, Ashutosh Trivedi and Michael Ummels. Playing Stochastic Games Precisely. In 23rd International Conference on Concurrency Theory (CONCUR'12), volume 7454 of LNCS, pages 348-363, Springer. September 2012. [pdf] [bib] [Proposes model checking techniques for stochastic games against temporal logic properties with precise bounds, as implemented in PRISM-games.]
  • [CFK+12] Taolue Chen, Vojtěch Forejt, Marta Kwiatkowska, David Parker and Aistis Simaitis. Automatic Verification of Competitive Stochastic Systems. In Proc. 18th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'12), volume 7214 of LNCS, pages 315-330, Springer. March 2012. [pdf] [bib] [Introduces model checking techniques for stochastic multi-player games, implemented in the PRISM-games tool.]
2010
2009
  • [KNP09c] Marta Kwiatkowska, Gethin Norman and David Parker. Stochastic Games for Verification of Probabilistic Timed Automata. In Proc. 7th International Conference on Formal Modeling and Analysis of Timed Systems (FORMATS'09), volume 5813 of LNCS, pages 212-227, Springer. September 2009. [pdf] [bib] [Presents game-based abstraction-refinement techniques for verifying PTAs, implemented in PRISM.]
2008
2007
2006
2005
2004
2003
2002
2001
2000

Extensions and adaptions to PRISM

2024
  • [EPF24] Ingy Elsayed-Aly, David Parker and Lu Feng. Distributional Probabilistic Model Checking. In Proc. 16th NASA Formal Methods Symposium (NFM'24), Springer. To appear. June 2024. [pdf] [bib] [Proposes a probabilistic model checking framework for distributional queries, implemented as an extension of PRISM.]
  • [SPF24] Shili Sheng, David Parker and Lu Feng. Safe POMDP Online Planning via Shielding. In Proc. IEEE International Conference on Robotics and Automation (ICRA'24). To appear. May 2024. [pdf] [bib] [Presents techniques to augment POMDP online planning with shielding to ensure safety, implemented as an extension of PRISM.]
2022
  • [Bac22] Edoardo Bacci. Formal Verification of Deep Reinforcement Learning Agents. Ph.D. thesis, School of Computer Science, University of Birmingham. 2022. [pdf] [bib] [Proposes several techniques for verification of deep reinforcement learning policies, with implementations building upon PRISM. ]
  • [YSD+22] Rui Yan, Gabriel Santos, Xiaoming Duan, David Parker and Marta Kwiatkowska. Finite-horizon Equilibria for Neuro-symbolic Concurrent Stochastic Games. In Proc. 38th Conference on Uncertainty in Artificial Intelligence (UAI'22), Proceedings of Machine Learning Research 180. August 2022. [pdf] [bib] [Develops methods for finite-horizon analysis of neuro-symbolic concurrent stochastic games, implemented on top of PRISM-games.]
  • [CBPF22] Shenghui Chen, Kayla Boggess, David Parker and Lu Feng. Multi-Objective Controller Synthesis with Uncertain Human Preferences. In Proc. ACM/IEEE 13th International Conference on Cyber-Physical Systems (ICCPS'22), pages 170-180, IEEE. May 2022. [pdf] [bib] [Develops techniques for multi-objective MDP controller synthesis over uncertain preferences, implemented in an extension of PRISM.]
  • [BAJ+22] Thom S. Badings, Alessandro Abate, Nils Jansen, David Parker, Hasan A. Poonawala and Marielle Stoelinga. Sampling-Based Robust Control of Autonomous Systems with Non-Gaussian Noise. In Proc. 36th AAAI Conference on Artificial Intelligence (AAAI'22), pages 9669-9678. Distinguished Paper Award. March 2022. [pdf] [bib] [Presents methods to synthesise controllers, with probabilistic guarantees obtained using an extension of PRISM for IMDPs.]
2019
2018
2017
2016
  • [BBBK16] Benoit Barbot, Nicolas Basset, Marc Beunardeau and Marta Kwiatkowska. Uniform Sampling for Timed Automata with Application to Language Inclusion Measurement. In Proc. 13th International Conference on Quantitative Evaluation of SysTems (QEST 2016), volume 9826 of LNCS, pages 175-190, Springer. 2016. [pdf] [bib] [Develops Monte Carlo model checking techniques for timed automata using PRISM, SageMath and COSMOS.]
  • [CPPBK16] Milan Ceska, Petr Pilar, Nicola Paoletti, Lubos Brim and Marta Kwiatkowska. PRISM-PSY: Precise GPU-Accelerated Parameter Synthesis for Stochastic Systems. In Proc. 22nd International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'16), volume 9636 of LNCS, pages 367–384, Springer. April 2016. [pdf] [bib] [Introduces an extension of PRISM in the form of GPU-accelerated tool for parameter synthesis of stochastic systems. ]
2015
  • [NPZ15] Gethin Norman, David Parker and Xueyi Zou. Verification and Control of Partially Observable Probabilistic Real-Time Systems. In Proc. 13th International Conference on Formal Modelling and Analysis of Timed Systems (FORMATS'15), volume 9268 of LNCS, pages 240-255, Springer. September 2015. [pdf] [bib] [Develops techniques for verification and controller synthesis on a partially observable variant of probabilistic timed automata, implemented in an extension of PRISM.]
2014
2013
  • [Fen13] Lu Feng. On Learning Assumptions for Compositional Verification of Probabilistic Systems. Ph.D. thesis, University of Oxford. October 2013. [pdf] [bib] [Develops several assume-guarantee techniques for compositional probabilistic verification using automatic generation of assumptions. Implements the techniques using various extensions of PRISM.]
  • [CHH+13] Taolue Chen, Ernst Moritz Hahn, Tingting Han, Marta Kwiatkowska, Hongyang Qu and Lijun Zhang. Model Repair for Markov Decision Processes. In Proc. 7th International Symposium on Theoretical Aspects of Software Engineering (TASE'13), pages 85--92, IEEE. July 2013. [pdf] [bib] [Proposes approximate solution methods for the problem of model repair on Markov decision processes, implemented as an extension of PRISM.]
2012
2011
  • [HKQ11] Henri Hansen, Marta Kwiatkowska and Hongyang Qu. Partial Order Reduction for Model Checking Markov Decision Processes under Unconditional Fairness. In Proc. 8th International Conference on Quantitative Evaluation of SysTems (QEST'11), pages 203-212, IEEE CS Press. September 2011. [pdf] [bib] [Presents partial-order reduction methods for MDPs, implemented in an extension of PRISM.]
  • [KPQ11] Marta Kwiatkowska, David Parker and Hongyang Qu. Incremental Quantitative Verification for Markov Decision Processes. In Proc. IEEE/IFIP International Conference on Dependable Systems and Networks (DSN-PDS'11), pages 359-370, IEEE CS Press. June 2011. [pdf] [bib] [Presents incremental verification techniques for MDPs, implemented as an extension of PRISM.]
  • [FKP11] Lu Feng, Marta Kwiatkowska and David Parker. Automated Learning of Probabilistic Assumptions for Compositional Reasoning. In Proc. 14th International Conference on Fundamental Approaches to Software Engineering (FASE'11), volume 6603 of LNCS, pages 2-17, Springer. Invited paper. March 2011. [pdf] [bib] [Presents a learning-based compositional verification framework, based on an extension of PRISM.]
  • [Kat11] Mark Kattenbelt. Automated Quantitative Software Verification. Ph.D. thesis, Oxford University. March 2011. [pdf] [bib] [Thesis on quantitative verification for software, including probabilistic abstraction-refinement methods that use components from GOTO-CC, SATABS and PRISM.]
  • [FKN+11] Vojtěch Forejt, Marta Kwiatkowska, Gethin Norman, David Parker and Hongyang Qu. Quantitative Multi-Objective Verification for Probabilistic Systems. In Proc. 17th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'11), volume 6605 of LNCS, pages 112-127, Springer. March 2011. [pdf] [bib] [Presents multi-objective and assume-guarantee verification techniques for probabilistic automata, implemented as an extension of PRISM.]
2010
  • [FKP10] Lu Feng, Marta Kwiatkowska and David Parker. Compositional Verification of Probabilistic Systems using Learning. In Proc. 7th International Conference on Quantitative Evaluation of Systems (QEST'10), pages 133-142, IEEE CS Press. September 2010. [pdf] [bib] [Presents a learning-based compositional verification framework, based on an extension of PRISM.]
  • [KNPQ10] Marta Kwiatkowska, Gethin Norman, David Parker and Hongyang Qu. Assume-Guarantee Verification for Probabilistic Systems. In Proc. 16th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'10), volume 6015 of LNCS, pages 23-37, Springer. March 2010. [pdf] [bib] [Presents assume-guarantee verification techniques for probabilistic automata, implemented as an extension of PRISM.]
2009
  • [Mai09] V. Maisonneuve. Automatic heuristic-based generation of MTBDD variable orderings for PRISM models. Internship report, ENS Cachan & Oxford University Computing Laboratory. July 2009. [pdf] [bib] [Develops MTBDD variable ordering heuristics, implemented in an extension of PRISM.]
  • [Kwi09] M. Kwiatkowska. On Quantitative Software Verification. In C. Pasareanu (editor), Proc. 16th International SPIN Workshop, volume 5578 of LNCS, pages 2-3, Springer. Invited contribution. June 2009. [pdf] [bib] [Describes verification techniques for probabilistic C programs, using components from GOTO-CC, SATABS and PRISM.]
  • [CK09a] V. Issarny, B. Steffen, B. Jonsson, G. Blair, P. Grace, M. Kwiatkowska, R. Calinescu, P. Inverardi, M. Tivoli, A. Bertolino and A. Sabetta. CONNECT Challenges: Towards Emergent Connectors for Eternal Networked Systems. In Proc. 14th IEEE International Conference on Engineering of Complex Computer Systems. Poster. June 2009. [pdf] [bib] [Provides an overview of the CONNECT project, which incorporates extensions of PRISM.]
  • [KKNP09] Mark Kattenbelt, Marta Kwiatkowska, Gethin Norman and David Parker. Abstraction Refinement for Probabilistic Software. In Proc. 10th International Conference on Verification, Model Checking, and Abstract Interpretation (VMCAI'09), volume 5403 of Lecture Notes in Computer Science, pages 182-197, Springer. January 2009. [ps.gz] [pdf] [bib] [Develops verification techniques for probabilistic C programs, using components from GOTO-CC, SATABS and PRISM.]
2008
  • [RPNdA08] Pritam Roy, David Parker, Gethin Norman and Luca de Alfaro. Symbolic Magnifying Lens Abstraction in Markov Decision Processes. In Proc. 5th International Conference on Quantitative Evaluation of Systems (QEST'08), pages 103-112, IEEE CS Press. September 2008. [pdf] [bib] [Presents a symbolic version of magnifying lens abstraction, implemented as an extension of PRISM.]
  • [KKNP08a] Mark Kattenbelt, Marta Kwiatkowska, Gethin Norman and David Parker. Game-Based Probabilistic Predicate Abstraction in PRISM. In Proc. 6th Workshop on Quantitative Aspects of Programming Languages (QAPL'08), volume 220 (3) of Electronic Notes in Theoretical Computer Science , pages 5-21 , Elsevier. March 2008. [ps.gz] [pdf] [bib] [Develops predicate abstraction techniques for PRISM, using SMT and game-based abstraction.]
2005
2004

Tool/language connections to PRISM

2023
2022
  • [Far22] Fatma Faruq. Verified Multi-Robot Planning Under Uncertainty. Ph.D. thesis, School of Computer Science, University of Birmingham. 2022. [pdf] [bib] [Develops various methods for synthesising verified multi-robot policies, with an implementation built on top of PRISM. ]
  • [BP22] Edoardo Bacci and David Parker. Verified Probabilistic Policies for Deep Reinforcement Learning. In Proc. 14th International Symposium NASA Formal Methods (NFM'22), volume 13260 of LNCS, pages 193-212, Springer. May 2022. [pdf] [bib] [Presents techniques to produce formal guarantees on the safe execution of probabilistic policies for deep reinforcement learning, building on PRISM's model checking engines.]
2021
  • [ZLZ+21] Mingyue Zhang, Jialong Li, Haiyan Zhao, Kenji Tei, Shinichi Honiden and Zhi Jin. A Meta Reinforcement Learning-based Approach for Self-Adaptive System. In Proc. IEEE International Conference on Autonomic Computing and Self-Organizing Systems (ACSOS'21). 2021. [Presents a machine learning based framework for self-learning adaptive systems, including the use of PRISM-games. ]
  • [EP21] Alexandros Evangelidis and David Parker. Quantitative Verification of Kalman Filters. Formal Aspects of Computing, 33(4-5), pages 669-693, Springer. February 2021. [pdf] [bib] [Builds a framework for quantitative verification of Kalman filters on top of PRISM. ]
2020
  • [BP20b] Edoardo Bacci and David Parker. Probabilistic Guarantees for Safe Deep Reinforcement Learning. In Proc. 18th International Conference on Formal Modelling and Analysis of Timed Systems (FORMATS'20), volume 12288 of LNCS, pages 231-248, Springer. September 2020. [pdf] [bib] [Proposes techniques for probabilistic verification of deep reinforcement learning policies, using PRISM as an underlying model checker.]
2018
  • [LSM+18b] Morteza Lahijanian, María Svorenová, Akshay A. Morye, Brian Yeomans, Dushyant Rao, Ingmar Posner, Paul Newman, Hadas Kress-Gazit and Marta Kwiatkowska. Resource-Performance Trade-off Analysis for Mobile Robots. IEEE Robotics and Automation Letters, 3(3), pages 1840-1847. 2018. [bib] [Proposes a framework for analysing resource-performance trade-offs in mobile robotics, using PRISM as an underlying model checker.]
2016
  • [ANP16] Zaruhi Aslanyan, Flemming Nielson and David Parker. Quantitative Verification and Synthesis of Attack-Defence Scenarios. In Proc. 29th IEEE Computer Security Foundations Symposium (CSF'16), pages 105-119, IEEE. June 2016. [pdf] [bib] [Proposes formal verification techniques for attack-defence scenarios based on model checking of stochastic games and building on the PRISM-games tool.]
2013
  • [DKP13] Christian Dehnert, Joost-Pieter Katoen and David Parker. SMT-Based Bisimulation Minimisation of Markov Models. In Proc. 14th International Conference on Verification, Model Checking and Abstract Interpretation (VMCAI'13), volume 7737 of LNCS, pages 28-47, Springer. January 2013. [pdf] [bib] [Presents new SMT-based bisimulation techniques for Markov chains expressed in the PRISM modelling language.]
2012
2011
  • [FHKP11] Lu Feng, Tingting Han, Marta Kwiatkowska and David Parker. Learning-based Compositional Verification for Synchronous Probabilistic Systems. In Proc. 9th International Symposium on Automated Technology for Verification and Analysis (ATVA'11), volume 6996 of LNCS, pages 511-521, Springer. October 2011. [pdf] [bib] [Presents a learning-based compositional verification framework which uses PRISM for executing individual queries.]
  • [CGKMT11] Radu Calinescu, Lars Grunske, Marta Kwiatkowska, Raffaela Mirandola and Giordano Tamburrelli. Dynamic QoS Management and Optimisation in Service-Based Systems. IEEE Transactions on Software Engineering, 37(3), pages 387-409. May 2011. [bib] [Presents a framework for developing adaptive service-based systems, using PRISM to compute QoS properties.]
2010
2009
  • [DMP09] Alastair Donaldson, Alice Miller and David Parker. Language-level Symmetry Reduction for Probabilistic Model Checking. In Proc. 6th International Conference on Quantitative Evaluation of Systems (QEST'09), pages 289-298, IEEE Computer Society. September 2009. [pdf] [bib] [Presents symmetry reduction techniques based on translation of PRISM models.]
  • [CK09] R. Calinescu and M. Kwiatkowska. Using Quantitative Analysis to Implement Autonomic IT Systems. In Proc. 31st International Conference on Software Engineering (ICSE'09), pages 100-110, IEEE Press. May 2009. [pdf] [bib] [Presents an autonomic software framework, incorporating quantitative analysis of system models using PRISM.]
  • [CK09b] R. Calinescu and M. Kwiatkowska. CADS*: Computer-Aided Development of Self-* Systems. In Marsha Chechik and Martin Wirsing (editors), Fundamental Approaches to Software Engineering (FASE 2009), volume 5503 of Lecture Notes in Computer Science, pages 421-424, Springer-Verlag. March 2009. [pdf] [bib] [Presents a tool for developing self-* systems, based on Markov chain analysis using PRISM.]
  • [NPPW09] Gethin Norman, Catuscia Palamidessi, David Parker and Peng Wu. Model Checking Probabilistic and Stochastic Extensions of the Pi-Calculus. IEEE Transactions on Software Engineering, 35(2), pages 209-223, IEEE Computer Society. March 2009. [pdf] [bib] [Presents model checking techniques for the probabilistic/stochastic pi-calculus based on a translation to PRISM.]
2008
  • [CBGP08] Frank Ciesinski, Christel Baier, Marcus Groesser and David Parker. Generating Compact MTBDD-Representations from Probmela Specifications. In Proc. 15th International SPIN Workshop on Model Checking of Software (SPIN'08), volume 5156 of Lecture Notes in Computer Science, pages 60-76, Springer. August 2008. [pdf] [bib] [Presents techniques for efficient translation of Probmela models into the PRISM modelling language.]
2007
  • [NPPW07] Gethin Norman, Catuscia Palamidessi, David Parker and Peng Wu. Model Checking the Probabilistic Pi-calculus. In Proc. 4th International Conference on Quantitative Evaluation of Systems (QEST'07), pages 169-178, IEEE CS Press. September 2007. [ps.gz] [pdf] [bib] [Presents model checking techniques for the probabilistic pi-calculus based on a translation to PRISM.]
  • [DMP07] Alastair Donaldson, Alice Miller and David Parker. GRIP: Generic Representatives in PRISM. In Proc. 4th International Conference on Quantitative Evaluation of Systems (QEST'07), pages 115-116, IEEE CS Press. September 2007. [ps.gz] [pdf] [bib] [Presents GRIP, a symmetry reduction tool for PRISM models.]
  • [FMM07] A. Fehnker, M. Fruth and A. McIver. Graphical modelling for simulation and formal analysis of wireless network protocols. In Proc. Workshop on Methods, Models and Tools for Fault-Tolerance (MeMoT'07) at the 7th International Conference on Integrated Formal Methods (IFM'07), pages 80-87. Technical Report CS-TR-1032, University of Newcastle upon Tyne. July 2007. [pdf] [bib]

PRISM tool papers

2024
  • [ABB+24] Roman Andriushchenko, Alexander Bork, Carlos E. Budde, Milan Češka, Kush Grover, Ernst Moritz Hahn, Arnd Hartmanns, Bryant Israelsen, Nils Jansen, Joshua Jeppson, Sebastian Junges, Maximilian A. Köhl, Bettina Könighofer, Jan Křetínský, Tobias Meggendorfer, David Parker, Stefan Pranger, Tim Quatmann, Enno Ruijters, Landon Taylor, Matthias Volk, Maximilian Weininger and Zhen Zhang. Tools at the Frontiers of Quantitative Verification. In Proc. TOOLympics III, Springer. To appear. 2024. [pdf] [bib] [Write-up of the third edition of QComp, which surveys the state of the art in quantitative verification tools, including PRISM and its extensions, amongst many others. ]
2020
2019
  • [HKPQR19] Arnd Hartmanns, Michaela Klauck, David Parker, Tim Quatmann and Enno Ruijters. The Quantitative Verification Benchmark Set. In Proc. 25th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'19), volume 11427 of LNCS, pages 344-350, Springer. April 2019. [pdf] [bib] [Presents a benchmark suite for quantitative verification, include a selection of models/properties for use in PRISM.]
  • [HHH+19] Ernst Moritz Hahn, Arnd Hartmanns, Christian Hensel, Michaela Klauck, Joachim Klein, Jan Křetínský, David Parker, Tim Quatmann, Enno Ruijters and Marcel Steinmetz. The 2019 Comparison of Tools for the Analysis of Quantitative Formal Models (QComp 2019 Competition Report). In Proc. 25th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'19), volume 11429 of LNCS, pages 69-92, Springer. April 2019. [pdf] [bib] [Summarises the first Quantitative Formal Models competition (QComp) featuring PRISM and 8 other tools.]
2018
2016
2013
  • [CFK+13] Taolue Chen, Vojtěch Forejt, Marta Kwiatkowska, David Parker and Aistis Simaitis. PRISM-games: A Model Checker for Stochastic Multi-Player Games. In Proc. 19th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'13), volume 7795 of LNCS, pages 185-191, Springer. March 2013. [pdf] [bib] [Introduces PRISM-games, a model checker for stochastic multi-player games.]
2011
2006
  • [HKNP06] Andrew Hinton, Marta Kwiatkowska, Gethin Norman and David Parker. PRISM: A Tool for Automatic Verification of Probabilistic Systems. In H. Hermanns and J. Palsberg (editors), Proc. 12th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'06), volume 3920 of Lecture Notes in Computer Science, pages 441-444, Springer. March 2006. [ps.gz] [pdf] [bib] [Tool paper describing PRISM.]
2004
2002
  • [KNP02a] Marta Kwiatkowska, Gethin Norman and David Parker. PRISM: Probabilistic Symbolic Model Checker. In T. Field, P. Harrison, J. Bradley and U. Harder (editors), Proc. TOOLS 2002, volume 2324 of Lecture Notes in Computer Science, pages 200-204, Springer. April 2002. [ps.gz] [pdf] [bib] [Tool paper describing PRISM.]
2001
  • [KNP01] Marta Kwiatkowska, Gethin Norman and David Parker. PRISM: Probabilistic Symbolic Model Checker. In Proc. PAPM/PROBMIV'01 Tools Session, pages 7-12. Available as Technical Report 760/2001, University of Dortmund. September 2001. [ps.gz] [pdf] [bib] [Tool paper describing PRISM.]

PRISM-related tutorials and surveys

2023
  • [Par23] David Parker. Multi-Agent Verification and Control with Probabilistic Model Checking. In Proc. 20th International Conference on Quantitative Evaluation of SysTems (QEST'23), volume 14287 of LNCS, pages 1-9, Springer. September 2023. [pdf] [bib] [Summarises advances in probabilistic model checking for stochastic games, as implemented in PRISM-games, and discusses its applicability to multi-agent systems.]
2022
  • [KNP+22] Marta Kwiatkowska, Gethin Norman, David Parker, Gabriel Santos and Rui Yan. Probabilistic Model Checking for Strategic Equilibria-based Decision Making: Advances and Challenges. In Proc. 47th International Symposium on Mathematical Foundations of Computer Science (MFCS'22), pages 4:1-4:22. August 2022. [pdf] [bib] [Provides an overview of recent work developing a modelling and verification framework using concurrent stochastic games.]
  • [KNP22] Marta Kwiatkowska, Gethin Norman and David Parker. Probabilistic Model Checking and Autonomy. Annual Review of Control, Robotics, and Autonomous Systems, 5, pages 385-410, Annual Reviews. May 2022. [pdf] [bib] [Gives an overview of probabilistic model checking as applied to the context of robotics and autonomous systems.]
2017
  • [KNP17] Marta Kwiatkowska, Gethin Norman and David Parker. Probabilistic Model Checking: Advances and Applications. In R. Drechsler (editor), Formal System Verification, pages 73-121, Springer. June 2017. [pdf] [bib] [Provides an introduction to probabilistic model checking, including coverage of some recent advances in the field and a wide variety of examples and applications.]
2016
2014
  • [KT14] Marta Kwiatkowska and Chris Thachuk. Probabilistic Model Checking for Biology. In Software Safety and Security, IOS Press. 2014. [pdf] [bib] [A tutorial on the application of probabilistic model checking and PRISM to biological systems, including examples of DNA computation.]
2013
  • [Kwi13] Marta Kwiatkowska. From Software Verification to 'Everyware' Verification. Computer Science - Research and Development, 28(4), pages 295-310, Springer. November 2013. [pdf] [bib] [Summarises ongoing research into verification of 'everyware', including techniques and tools that improve, extend and connect to PRISM.]
  • [KP13] Marta Kwiatkowska and David Parker. Automated Verification and Strategy Synthesis for Probabilistic Systems. In Proc. 11th International Symposium on Automated Technology for Verification and Analysis (ATVA'13), volume 8172 of LNCS, pages 5-22, Springer. October 2013. [pdf] [bib] [Provides an overview of strategy synthesis techniques for probabilistic models.]
  • [Kwi13b] Marta Kwiatkowska. Advances in Quantitative Verification for Ubiquitous Computing. In Proc. 10th International Colloquium on Theoretical Aspects of Computing (ICTAC'13), volume 8049 of LNCS, pages 42-58, Springer. September 2013. [pdf] [bib] [Invited paper on recent developments in quantitative verification for ubiquitous computing, illustrated by three PRISM case studies. ]
  • [NPS13] Gethin Norman, David Parker and Jeremy Sproston. Model Checking for Probabilistic Timed Automata. Formal Methods in System Design, 43(2), pages 164-190, Springer. September 2013. [pdf] [bib] [Survey/tutorial paper on probabilistic timed automata and techniques for their verification, and two illustrative case studies.]
2012
  • [Kwi12] Marta Kwiatkowska. Sensing Everywhere: Towards Safer and More Reliable Sensor-enabled Devices. In Proc. 31st International Conference on Computer Safety, Reliability and Security (SAFECOMP'12), Springer. September 2012. [pdf] [bib] [Invited talk on research directions for verification of sensor-enabled devices, including PRISM-based analyses.]
  • [KP12] Marta Kwiatkowska and David Parker. Advances in Probabilistic Model Checking. In Software Safety and Security - Tools for Analysis and Verification, volume 33 of NATO Science for Peace and Security Series - D: Information and Communication Security, pages 126-151, IOS Press. June 2012. [pdf] [bib] [Tutorial paper on probabilistic model checking, covering DTMCs, MDPs, quantitative abstraction refinement, PTAs and PRISM.]
2011
  • [FKNP11] Vojtěch Forejt, Marta Kwiatkowska, Gethin Norman and David Parker. Automated Verification Techniques for Probabilistic Systems. In M. Bernardo and V. Issarny (editors), Formal Methods for Eternal Networked Software Systems (SFM'11), volume 6659 of LNCS, pages 53-113, Springer. June 2011. [pdf] [bib] [Tutorial paper on probabilistic model checking, focusing on verification techniques for MDPs, accompanied by case studies and examples for PRISM.]
2010
  • [KNP10c] Marta Kwiatkowska, Gethin Norman and David Parker. Advances and Challenges of Probabilistic Model Checking. In Proc. 48th Annual Allerton Conference on Communication, Control and Computing, pages 1691-1698, IEEE Press. Invited paper. October 2010. [pdf] [bib] [Gives a high-level overview of probabilistic model checking and PRISM; and surveys some current recent directions.]
  • [KNP10a] Marta Kwiatkowska, Gethin Norman and David Parker. Probabilistic Model Checking for Systems Biology. In M. Sriram Iyengar (editor), Symbolic Systems Biology, pages 31-59, Jones and Bartlett. May 2010. [pdf] [bib] [Tutorial on the application of probabilistic model checking and PRISM to systems biology, including an illustrative case study (FGF) and reader exercises.]
2009
  • [KNP09b] Marta Kwiatkowska, Gethin Norman and David Parker. Quantitative Verification Techniques for Biological Processes. In A. Condon, D. Harel, J. Kok, A. Salomaa and E. Winfree (editors), Algorithmic Bioprocesses, pages 391-409, Springer. August 2009. [pdf] [bib] [Tutorial paper on the application of probabilistic model checking and PRISM to biological systems, including an illustrative case study (MAPK cascade).]
  • [KNP09a] Marta Kwiatkowska, Gethin Norman and David Parker. PRISM: Probabilistic Model Checking for Performance and Reliability Analysis. ACM SIGMETRICS Performance Evaluation Review, 36(4), pages 40-45, ACM. March 2009. [pdf] [bib] [Provides an overview of PRISM and its application to performance and and reliability analysis.]
2008
2007
  • [Kwi07] M. Kwiatkowska. Quantitative Verification: Models, Techniques and Tools. In Proc. 6th joint meeting of the European Software Engineering Conference and the ACM SIGSOFT Symposium on the Foundations of Software Engineering (ESEC/FSE), pages 449-458, ACM Press. September 2007. [pdf] [bib] [Overview of probabilistic model checking and PRISM, with a particular emphasis on DTMCs.]
  • [KNP07a] Marta Kwiatkowska, Gethin Norman and David Parker. Stochastic Model Checking. In M. Bernardo and J. Hillston (editors), Formal Methods for the Design of Computer, Communication and Software Systems: Performance Evaluation (SFM'07), volume 4486 of Lecture Notes in Computer Science (Tutorial Volume), pages 220-270, Springer. June 2007. [pdf] [bib] [Tutorial paper covering probabilistic model checking of DTMCs/CTMCs and PRISM.]
2004
2003

Others

2022
  • [SSJP22] Marnix Suilen, Thiago D. Simão, Nils Jansen and David Parker. Robust Anytime Learning of Markov Decision Processes. In Proc. 36th Annual Conference on Neural Information Processing Systems (NeurIPS'22). November 2022. [pdf] [bib] [Proposes a robust, anytime approach to learning MDPs, with an implementation building on PRISM's support for IMDPs.]
  • [SPH+22] Shili Sheng, Erfan Pakdamanian, Kyungtae Han, Ziran Wang, John Lenneman, David Parker and Lu Feng. Planning for Automated Vehicles with Human Trust. ACM Transactions on Cyber-Physical Systems, 6(4), pages 31:1-31:21. September 2022. [pdf] [bib] [Proposes a trust-based route planning approach for automated vehicles, with an implementation that builds upon PRISM's support for POMDPs.]
2020
  • [Eva20] Alexandros Evangelidis. Verified Control and Estimation for Cloud Computing. Ph.D. thesis, School of Computer Science, University of Birmingham. June 2020. [pdf] [bib] [Proposes techniques and tools for formal analysis of resource control and estimation mechanisms in cloud computing, building on probabilistic model checking and PRISM.]
  • [OPR20] Michael Oxford, David Parker and Mark Ryan. Quantitative Verification of Certificate Transparency Gossip Protocols. In Proc. 6th International Workshop on Security and Privacy in the Cloud (SPC'20), IEEE. June 2020. [pdf] [bib] [Analyses the effectiveness of certificate transparency gossiping protocols using probabilistic model checking and PRISM.]
2019
  • [PFF+19] Avi Pfeffer, Curt Wu, Gerald Fry, Kenny Lu, Steve Marotta, Mike Reposa, Yuan Shi, T. K. Satish Kumar, Craig A. Knoblock, David Parker, Irfan Muhammad and Chris Novakovic. Software Adaptation for an Unmanned Undersea Vehicle. IEEE Software, 36(2), pages 91-96, IEEE. March 2019. [pdf] [bib] [Summarises the PRINCESS project, which develops methods for adapting an optimising software at runtime, including mission verification using extensions of PRISM.]
2016
  • [MDPR16] Chunyan Mu, Peter Dittrich, David Parker and Jonathan E. Rowe. Formal Quantitative Analysis of Reaction Networks Using Chemical Organisation Theory. In Proc. 14th International Conference on Computational Methods in Systems Biology (CMSB'16), volume 9859 of LNCS, pages 232-251, Springer. September 2016. [pdf] [bib] [Develops techniques for analysing reaction networks using chemical organisation theory, implemented in an extension of PRISM.]
2014
  • [NP14] Gethin Norman and David Parker. Quantitative Verification: Formal Guarantees for Timeliness, Reliability and Performance. A report by the London Mathematical Society and the Smith Institute. Edited by Robert Leese and Tom Melham. 2014. [pdf] [bib] [Gives a short, accessible introduction to quantitative verification, with a focus on model checking for timed and probabilistic systems.]
  • [DHK14] Frits Dannenberg, Ernst Moritz Hahn and Marta Kwiatkowska. Computing Cumulative Rewards using Fast Adaptive Uniformisation. ACM Transactions on Modeling and Computer Simulation, Special Issue on Computational Methods in Systems Biology. 2014. [pdf] [bib] [Develops fast adaptive uniformisation techniques for cumulative reward properties, implemented in PRISM.]
  • [BCC+14] Tomás Brázdil, Krishnendu Chatterjee, Martin Chmelík, Vojtěch Forejt, Jan Křetínský, Marta Kwiatkowska, David Parker and Mateusz Ujma. Verification of Markov Decision Processes using Learning Algorithms. In Proc. 12th International Symposium on Automated Technology for Verification and Analysis (ATVA'14), volume 8837 of LNCS, pages 98-114, Springer. November 2014. [pdf] [bib] [Presents MDP verification techniques, implemented in PRISM, based on real-time dynamic programming and delayed Q-learning.]
  • [DFK+14] Klaus Draeger, Vojtěch Forejt, Marta Kwiatkowska, David Parker and Mateusz Ujma. Permissive Controller Synthesis for Probabilistic Systems. In Proc. 20th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS'14), volume 8413 of LNCS, pages 531-546, Springer. April 2014. [pdf] [bib] [Presents permissive controller synthesis techniques for stochastic games, implemented in an extension of PRISM.]
  • [KPQU14] Marta Kwiatkowska, David Parker, Hongyang Qu and Mateusz Ujma. On Incremental Quantitative Verification for Probabilistic Systems. In Andrei Voronkov and Margarita Korovina (editors), HOWARD-60: A Festschrift on the Occasion of Howard Barringer's 60th Birthday, pages 245-257, Easychair. February 2014. [pdf] [bib] http://www.easychair.org/publications/?page=195264436 [Describes incremental methods for runtime probabilistic model checking, implemented in an extension of PRISM.]
2012
  • [KNP12b] Marta Kwiatkowska, Gethin Norman and David Parker. The PRISM Benchmark Suite. In Proc. 9th International Conference on Quantitative Evaluation of SysTems (QEST'12), pages 203-204, IEEE CS Press. September 2012. [pdf] [bib] [Introduces a suite of PRISM models/properties and other resources for benchmarking and testing.]
2006
2004
2003
2002
2000

Publications