
Inductive Synthesis for Probabilistic Programs Reaches New Horizons
This paper presents a novel method for the automated synthesis of probab...
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Probabilistic Data with Continuous Distributions
Statistical models of real world data typically involve continuous proba...
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Out of Control: Reducing Probabilistic Models by ControlState Elimination
We present a new, simple technique to reduce state space sizes in probab...
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Relatively Complete Verification of Probabilistic Programs
We study a syntax for specifying quantitative "assertions"  functions m...
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Multiobjective Optimization of Longrun Average and Total Rewards
This paper presents an efficient procedure for multiobjective model che...
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Automated Termination Analysis of Polynomial Probabilistic Programs
The termination behavior of probabilistic programs depends on the outcom...
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The Complexity of Reachability in Parametric Markov Decision Processes
This article presents the complexity of reachability decision problems f...
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Bayesian Inference by Symbolic Model Checking
This paper applies probabilistic model checking techniques for discrete ...
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Generating Functions for Probabilistic Programs
This paper investigates the usage of generating functions (GFs) encoding...
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Verification of indefinitehorizon POMDPs
The verification problem in MDPs asks whether, for any policy resolving ...
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Weakest Preexpectation Semantics for Bayesian Inference
We present a semantics of a probabilistic whilelanguage with soft condi...
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Stochastic Games with Lexicographic ReachabilitySafety Objectives
We study turnbased stochastic zerosum games with lexicographic prefere...
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PrIC3: Property Directed Reachability for MDPs
IC3 has been a leap forward in symbolic model checking. This paper propo...
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Various Ways to Quantify BDMPs
A Boolean logic driven Markov process (BDMP) is a dependability analysis...
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Benchmarking Software Model Checkers on Automotive Code
This paper reports on our experiences with verifying automotive C code b...
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The Probabilistic Model Checker Storm
We present the probabilistic model checker Storm. Storm supports the ana...
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Generative Datalog with Continuous Distributions
Arguing for the need to combine declarative and probabilistic programmin...
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ScenarioBased Verification of Uncertain MDPs
We consider Markov decision processes (MDPs) in which the transition pro...
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Simple Strategies in MultiObjective MDPs (Technical Report)
We consider the verification of multiple expected reward objectives at o...
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Are Parametric Markov Chains Monotonic?
This paper presents a simple algorithm to check whether reachability pro...
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Multiple Analyses, Requirements Once: simplifying testing & verification in automotive modelbased development
In industrial modelbased development (MBD) frameworks, requirements are...
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CounterexampleDriven Synthesis for Probabilistic Program Sketches
Probabilistic programs are key to deal with uncertainty in e.g. controll...
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On the Complexity of Reachability in Parametric Markov Decision Processes
This paper studies parametric Markov decision processes (pMDPs), an exte...
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Aiming Low Is Harder  Inductive Proof Rules for Lower Bounds on Weakest Preexpectations in Probabilistic Program Verification
We present a new inductive proof rule for reasoning about lower bounds o...
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Parameter Synthesis for Markov Models
Markov chain analysis is a key technique in reliability engineering. A p...
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Safety Analysis for Vehicle Guidance Systems with Dynamic Fault Trees
This paper considers the designphase safety analysis of vehicle guidanc...
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Shepherding Hordes of Markov Chains
This paper considers large families of Markov chains (MCs) that are defi...
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Kantorovich Continuity of Probabilistic Programs
The Kantorovich metric is a canonical lifting of a distance from sets to...
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The Partially Observable Games We Play for Cyber Deception
Progressively intricate cyber infiltration mechanisms have made conventi...
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ParameterIndependent Strategies for pMDPs via POMDPs
Markov Decision Processes (MDPs) are a popular class of models suitable ...
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Sound Value Iteration
Computing reachability probabilities is at the heart of probabilistic mo...
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One Net Fits All: A unifying semantics of Dynamic Fault Trees using GSPNs
Dynamic Fault Trees (DFTs) are a prominent model in reliability engineer...
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Quantitative Separation Logic
We present quantitative separation logic (QSL). In contrast to classical...
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How long, O Bayesian network, will I sample thee? A program analysis perspective on expected sampling times
Bayesian networks (BNs) are probabilistic graphical models for describin...
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A New Proof Rule for AlmostSure Termination
An important question for a probabilistic program is whether the probabi...
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Permissive FiniteState Controllers of POMDPs using Parameter Synthesis
We study finitestate controllers (FSCs) for partially observable Markov...
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Motion Planning under Partial Observability using GameBased Abstraction
We study motion planning problems where agents move inside environments ...
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Probabilistic Model Checking for Complex Cognitive Tasks  A case study in humanrobot interaction
This paper proposes to use probabilistic model checking to synthesize op...
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The Probabilistic Model Checker Storm (Extended Abstract)
We present a new probabilistic model checker Storm. Using stateofthea...
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JoostPieter Katoen
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