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Run-time optimization for learned controllers through quantitative games
A controller is a device that interacts with a plant. At each time point, it reads the plant's state
and issues commands with the goal that the plant operates optimally. Constructing optimal …
and issues commands with the goal that the plant operates optimally. Constructing optimal …
Rabinizer 4: from LTL to your favourite deterministic automaton
We present Rabinizer 4, a tool set for translating formulae of linear temporal logic to different
types of deterministic ω-automata. The tool set implements and optimizes several recent …
types of deterministic ω-automata. The tool set implements and optimizes several recent …
Value iteration for long-run average reward in Markov decision processes
Markov decision processes (MDPs) are standard models for probabilistic systems with non-
deterministic behaviours. Long-run average rewards provide a mathematically elegant …
deterministic behaviours. Long-run average rewards provide a mathematically elegant …
Simple strategies in multi-objective MDPs
We consider the verification of multiple expected reward objectives at once on Markov
decision processes (MDPs). This enables a trade-off analysis among multiple objectives by …
decision processes (MDPs). This enables a trade-off analysis among multiple objectives by …
Adaptive shielding under uncertainty
This paper targets control problems that exhibit specific safety and performance
requirements. In particular, the aim is to ensure that an agent, operating under uncertainty …
requirements. In particular, the aim is to ensure that an agent, operating under uncertainty …
Stochastic games with lexicographic objectives
We study turn-based stochastic zero-sum games with lexicographic preferences over
objectives. Stochastic games are standard models in control, verification, and synthesis of …
objectives. Stochastic games are standard models in control, verification, and synthesis of …
Tools at the frontiers of quantitative verification: QComp 2023 competition report
The analysis of formal models that include quantitative aspects such as timing or
probabilistic choices is performed by quantitative verification tools. Broad and mature tool …
probabilistic choices is performed by quantitative verification tools. Broad and mature tool …
Risk-aware stochastic shortest path
T Meggendorfer - Proceedings of the AAAI Conference on Artificial …, 2022 - ojs.aaai.org
We treat the problem of risk-aware control for stochastic shortest path (SSP) on Markov
decision processes (MDP). Typically, expectation is considered for SSP, which however is …
decision processes (MDP). Typically, expectation is considered for SSP, which however is …
Percentile queries in multi-dimensional Markov decision processes
Markov decision processes (MDPs) with multi-dimensional weights are useful to analyze
systems with multiple objectives that may be conflicting and require the analysis of trade …
systems with multiple objectives that may be conflicting and require the analysis of trade …
Arena-independent finite-memory determinacy in stochastic games
We study stochastic zero-sum games on graphs, which are prevalent tools to model decision-
making in presence of an antagonistic opponent in a random environment. In this setting, an …
making in presence of an antagonistic opponent in a random environment. In this setting, an …