mlsanityData to 14 Oct 2026

MultiGain: A controller synthesis tool for MDPs with multiple mean-payoff objectives

arXiv 1501.03093 ↗First posted 13 Jan 2015cs.AI cs.LOcited by 3

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Abstract (arXiv)

We present MultiGain, a tool to synthesize strategies for Markov decision processes (MDPs) with multiple mean-payoff objectives. Our models are described in PRISM, and our tool uses the existing interface and simulator of PRISM. Our tool extends PRISM by adding novel algorithms for multiple mean-payoff objectives, and also provides features such as (i)~generating strategies and exploring them for simulation, and checking them with respect to other properties; and (ii)~generating an approximate Pareto curve for two mean-payoff objectives. In addition, we present a new practical algorithm for the analysis of MDPs with multiple mean-payoff objectives under memoryless strategies.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). First posted on arXiv 13 Jan 2015.

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Citing papers per year: 2021: 1; 2022: 0; 2023: 1; 2024: 1.

3 papers.