Sebastian Junges

Orcid: 0000-0003-0978-8466

Affiliations:
  • Radboud University, Nijmegen, The Netherlands
  • University of California, Berkeley, CA, USA


According to our database1, Sebastian Junges authored at least 115 papers between 2012 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Online presence:

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Bibliography

2024
Parameter synthesis for Markov models: covering the parameter space.
Formal Methods Syst. Des., June, 2024

Artifact supplement for 'An Oracle-Guided Approach to Constrained Controller Synthesis Under Uncertainty'.
Dataset, May, 2024

Artifact supplement for 'An Oracle-Guided Approach to Constrained Controller Synthesis Under Uncertainty'.
Dataset, May, 2024

Artifact supplement for 'An Oracle-Guided Approach to Constrained Controller Synthesis Under Uncertainty'.
Dataset, February, 2024

Policies Grow on Trees: Model Checking Families of MDPs.
CoRR, 2024

A Unifying Approach to Product Constructions for Quantitative Temporal Inference.
CoRR, 2024

Learning-Based Verification of Stochastic Dynamical Systems with Neural Network Policies.
CoRR, 2024

Tools at the Frontiers of Quantitative Verification.
CoRR, 2024

Approximate Dec-POMDP Solving Using Multi-Agent A.
CoRR, 2024

Pareto Curves for Compositionally Model Checking String Diagrams of MDPs.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2024

Small Test Suites for Active Automata Learning.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2024

CTMCs with Imprecisely Timed Observations.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2024

Approximate Dec-POMDP Solving Using Multi-Agent A<sup>*</sup>.
Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

Imprecise Probabilities Meet Partial Observability: Game Semantics for Robust POMDPs.
Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

Active Learning of Runtime Monitors Under Uncertainty.
Proceedings of the Integrated Formal Methods - 19th International Conference, 2024

State Matching and Multiple References in Adaptive Active Automata Learning.
Proceedings of the Formal Methods - 26th International Symposium, 2024

A PSPACE Algorithm for Almost-Sure Rabin Objectives in Multi-Environment MDPs.
Proceedings of the 35th International Conference on Concurrency Theory, 2024

Compositional Value Iteration with Pareto Caching.
Proceedings of the Computer Aided Verification - 36th International Conference, 2024

Relating Apartness and Branching Bisimulation Games.
Proceedings of the Logics and Type Systems in Theory and Practice, 2024

Factored Online Planning in Many-Agent POMDPs.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Experiments for 'Efficient Sensitivity Analysis for Parametric Robust Markov Chains'.
Dataset, May, 2023

Experiments for 'Efficient Sensitivity Analysis for Parametric Robust Markov Chains'.
Dataset, April, 2023

Artifact supplement for 'Search and Explore: Symbiotic Policy Synthesis in POMDPs'.
Dataset, April, 2023

Artifact supplement for 'Search and Explore: Symbiotic Policy Synthesis in POMDPs'.
Dataset, April, 2023

Artifact supplement for 'Search and Explore: Symbiotic Policy Synthesis in POMDPs'.
Dataset, April, 2023

Scalable Analysis of Probabilistic Models and Programs (Dagstuhl Seminar 23241).
Dagstuhl Reports, 2023

Learning Formal Specifications from Membership and Preference Queries.
CoRR, 2023

Robust Almost-Sure Reachability in Multi-Environment MDPs.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2023

A Practitioner's Guide to MDP Model Checking Algorithms.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2023

Probabilistic Program Verification via Inductive Synthesis of Inductive Invariants.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2023

Recursive Small-Step Multi-Agent A* for Dec-POMDPs.
Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

Efficient Sensitivity Analysis for Parametric Robust Markov Chains.
Proceedings of the Computer Aided Verification - 35th International Conference, 2023

Search and Explore: Symbiotic Policy Synthesis in POMDPs.
Proceedings of the Computer Aided Verification - 35th International Conference, 2023

Safe Reinforcement Learning via Shielding under Partial Observability.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
Experiments for 'Scenario-Based Verification of Uncertain Parametric MDPs'.
Dataset, June, 2022

Finding Provably Optimal Markov Chains (Artifact).
Dataset, May, 2022

Markov automata with multiple objectives.
Formal Methods Syst. Des., February, 2022

Convex Optimization for Parameter Synthesis in MDPs.
IEEE Trans. Autom. Control., 2022

The probabilistic model checker Storm.
Int. J. Softw. Tools Technol. Transf., 2022

Scenario-based verification of uncertain parametric MDPs.
Int. J. Softw. Tools Technol. Transf., 2022

Safe Reinforcement Learning via Shielding for POMDPs.
CoRR, 2022

Gradient-Descent for Randomized Controllers Under Partial Observability.
Proceedings of the Verification, Model Checking, and Abstract Interpretation, 2022

Inductive synthesis of finite-state controllers for POMDPs.
Proceedings of the Uncertainty in Artificial Intelligence, 2022

COOL-MC: A Comprehensive Tool for Reinforcement Learning and Model Checking.
Proceedings of the Dependable Software Engineering. Theories, Tools, and Applications, 2022

Demo: Querying Labelled Data with Scenario Programs for Sim-to-Real Validation.
Proceedings of the 13th ACM/IEEE International Conference on Cyber-Physical Systems, 2022

Querying Labelled Data with Scenario Programs for Sim-to-Real Validation.
Proceedings of the 13th ACM/IEEE International Conference on Cyber-Physical Systems, 2022

Abstraction-Refinement for Hierarchical Probabilistic Models.
Proceedings of the Computer Aided Verification - 34th International Conference, 2022

Sampling-Based Verification of CTMCs with Uncertain Rates.
Proceedings of the Computer Aided Verification - 34th International Conference, 2022

Learning Language Intersections.
Proceedings of the A Journey from Process Algebra via Timed Automata to Model Learning, 2022

Parameter Synthesis in Markov Models: A Gentle Survey.
Proceedings of the Principles of Systems Design, 2022

Learning Monitorable Operational Design Domains for Assured Autonomy.
Proceedings of the Automated Technology for Verification and Analysis, 2022

2021
Gradient-Descent for Randomized Controllers under Partial Observability (Artifact).
Dataset, November, 2021

Experiments for 'Runtime Monitoring for Markov Decision Processes'.
Dataset, April, 2021

Experiments for 'Enforcing Almost-Sure Reachability in POMDPs'.
Dataset, April, 2021

Experiments for 'Enforcing Almost-Sure Reachability in POMDPs'.
Dataset, April, 2021

Experiments for 'Model Checking Finite-Horizon Markov Chains with Probabilistic Inference'.
Dataset, April, 2021

Strategy Synthesis for POMDPs in Robot Planning via Game-Based Abstractions.
IEEE Trans. Autom. Control., 2021

The complexity of reachability in parametric Markov decision processes.
J. Comput. Syst. Sci., 2021

Counterexample-guided inductive synthesis for probabilistic systems.
Formal Aspects Comput., 2021

Runtime Monitoring for Markov Decision Processes.
CoRR, 2021

Finding Provably Optimal Markov Chains.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2021

Inductive Synthesis for Probabilistic Programs Reaches New Horizons.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2021

Formal Analysis of AI-Based Autonomy: From Modeling to Runtime Assurance.
Proceedings of the Runtime Verification - 21st International Conference, 2021

Entropy-Guided Control Improvisation.
Proceedings of the Robotics: Science and Systems XVII, Virtual Event, July 12-16, 2021., 2021

Runtime Monitors for Markov Decision Processes.
Proceedings of the Computer Aided Verification - 33rd International Conference, 2021

Enforcing Almost-Sure Reachability in POMDPs.
Proceedings of the Computer Aided Verification - 33rd International Conference, 2021

Model Checking Finite-Horizon Markov Chains with Probabilistic Inference.
Proceedings of the Computer Aided Verification - 33rd International Conference, 2021

PAYNT: A Tool for Inductive Synthesis of Probabilistic Programs.
Proceedings of the Computer Aided Verification - 33rd International Conference, 2021

Robust Finite-State Controllers for Uncertain POMDPs.
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020
Synthese im Kontext Parametrischer Markow-Modelle.
Proceedings of the Ausgezeichnete Informatikdissertationen 2020., 2020

Parameter synthesis in Markov models.
PhD thesis, 2020

Multi-cost Bounded Tradeoff Analysis in MDP.
J. Autom. Reason., 2020

Parametric Markov chains: PCTL complexity and fraction-free Gaussian elimination.
Inf. Comput., 2020

Scenario-Based Verification of Uncertain MDPs.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2020

Safe Reinforcement Learning Using Probabilistic Shields (Invited Paper).
Proceedings of the 31st International Conference on Concurrency Theory, 2020

PrIC3: Property Directed Reachability for MDPs.
Proceedings of the Computer Aided Verification - 32nd International Conference, 2020

Verification of Indefinite-Horizon POMDPs.
Proceedings of the Automated Technology for Verification and Analysis, 2020

2019
Safety analysis for vehicle guidance systems with dynamic fault trees.
Reliab. Eng. Syst. Saf., 2019

Parameter Synthesis for Markov Models.
CoRR, 2019

Shepherding Hordes of Markov Chains.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2019

Correct-by-construction policies for POMDPs.
Proceedings of the Fifth International Workshop on Symbolic-Numeric methods for Reasoning about CPS and IoT, 2019

Counterexample-Driven Synthesis for Probabilistic Program Sketches.
Proceedings of the Formal Methods - The Next 30 Years - Third World Congress, 2019

Model Repair Revamped - - On the Automated Synthesis of Markov Chains -.
Proceedings of the From Reactive Systems to Cyber-Physical Systems, 2019

Are Parametric Markov Chains Monotonic?
Proceedings of the Automated Technology for Verification and Analysis, 2019

2018
Fast Dynamic Fault Tree Analysis by Model Checking Techniques.
IEEE Trans. Ind. Informatics, 2018

The Partially Observable Games We Play for Cyber Deception.
CoRR, 2018

Shielded Decision-Making in MDPs.
CoRR, 2018

Finite-State Controllers of POMDPs using Parameter Synthesis.
Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial Intelligence, 2018

Multi-cost Bounded Reachability in MDP.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2018

Model Checking for Safe Navigation Among Humans.
Proceedings of the Quantitative Evaluation of Systems - 15th International Conference, 2018

Abstraktions-basierte Verifikation von POMDPs im Motion-Planning-Kontext.
Proceedings of the Methoden und Beschreibungssprachen zur Modellierung und Verifikation von Schaltungen und Systemen, 2018

Synthesis in pMDPs: A Tale of 1001 Parameters.
Proceedings of the Automated Technology for Verification and Analysis, 2018

One Net Fits All - A Unifying Semantics of Dynamic Fault Trees Using GSPNs.
Proceedings of the Application and Theory of Petri Nets and Concurrency, 2018

2017
Fault trees on a diet: automated reduction by graph rewriting.
Formal Aspects Comput., 2017

Permissive Finite-State Controllers of POMDPs using Parameter Synthesis.
CoRR, 2017

Sequential Convex Programming for the Efficient Verification of Parametric MDPs.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2017

JANI: Quantitative Model and Tool Interaction.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2017

Model-Based Safety Analysis for Vehicle Guidance Systems.
Proceedings of the Computer Safety, Reliability, and Security, 2017

Motion planning under partial observability using game-based abstraction.
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

A Storm is Coming: A Modern Probabilistic Model Checker.
Proceedings of the Computer Aided Verification - 29th International Conference, 2017

2016
Probabilistic Model Checking for Complex Cognitive Tasks - A case study in human-robot interaction.
CoRR, 2016

The Probabilistic Model Checker Storm (Extended Abstract).
CoRR, 2016

Advancing Dynamic Fault Tree Analysis.
CoRR, 2016

Safety-Constrained Reinforcement Learning for MDPs.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2016

Model-Checking Assisted Protocol Design for Ultra-reliable Low-Latency Wireless Networks.
Proceedings of the 35th IEEE Symposium on Reliable Distributed Systems, 2016

Advancing Dynamic Fault Tree Analysis - Get Succinct State Spaces Fast and Synthesise Failure Rates.
Proceedings of the Computer Safety, Reliability, and Security, 2016

Parameter Synthesis for Probabilistic Systems.
Proceedings of the 19th GI/ITG/GMM Workshop Methoden und Beschreibungssprachen zur Modellierung und Verifikation von Schaltungen und Systemen, 2016

Uncovering Dynamic Fault Trees.
Proceedings of the 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2016

Parameter Synthesis for Markov Models: Faster Than Ever.
Proceedings of the Automated Technology for Verification and Analysis, 2016

Probabilistic Verification for Cognitive Models.
Proceedings of the 2016 AAAI Fall Symposia, Arlington, Virginia, USA, November 17-19, 2016, 2016

2015
SMT-RAT: An Open Source C++ Toolbox for Strategic and Parallel SMT Solving.
Proceedings of the Theory and Applications of Satisfiability Testing - SAT 2015, 2015

PROPhESY: A PRObabilistic ParamEter SYnthesis Tool.
Proceedings of the Computer Aided Verification - 27th International Conference, 2015

2014
A Review of Statistical Model Checking Pitfalls on Real-Time Stochastic Models.
Proceedings of the Leveraging Applications of Formal Methods, Verification and Validation. Specialized Techniques and Applications, 2014

2013
On Gröbner Bases in the Context of Satisfiability-Modulo-Theories Solving over the Real Numbers.
Proceedings of the Algebraic Informatics - 5th International Conference, 2013

2012
SMT-RAT: An SMT-Compliant Nonlinear Real Arithmetic Toolbox - (Tool Presentation).
Proceedings of the Theory and Applications of Satisfiability Testing - SAT 2012, 2012


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