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20092026
most citedMarkov Decision Processes with Multiple Long-run Average Objectives

47 citations · 115 across the 33 of their papers we have counts for

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cs.LO2019

Strategy Representation by Decision Trees with Linear Classifiers

Pranav Ashok, Tomáš Brázdil, Krishnendu Chatterjee +3

Graph games and Markov decision processes (MDPs) are standard models in reactive synthesis and verification of probabilistic systems with nondeterminism. The class of -regular w…

cs.LO2018

Monte Carlo Tree Search for Verifying Reachability in Markov Decision Processes

Pranav Ashok, Tomáš Brázdil, Jan Křetínský +1

The maximum reachability probabilities in a Markov decision process can be computed using value iteration (VI). Recently, simulation-based heuristic extensions of VI have been intr…

cs.LO2018

Efficient Algorithms for Asymptotic Bounds on Termination Time in VASS

Tomáš Brázdil, Krishnendu Chatterjee, Antonín Kučera +3

Vector Addition Systems with States (VASS) provide a well-known and fundamental model for the analysis of concurrent processes, parameterized systems, and are also used as abstract…

cs.LO2018

Strategy Representation by Decision Trees in Reactive Synthesis

Tomáš Brázdil, Krishnendu Chatterjee, Jan Křetínský +1

Graph games played by two players over finite-state graphs are central in many problems in computer science. In particular, graph games with -regular winning conditions, specifi…

cs.LO2017

Efficient Algorithms for Checking Fast Termination in VASS

Tomáš Brázdil, Krishnendu Chatterjee, Antonín Kučera +2

Vector Addition Systems with States (VASS) consists of a finite state space equipped with d counters, where in each transition every counter is incremented, decremented, or left un…

cs.LO2016

Optimizing the Expected Mean Payoff in Energy Markov Decision Processes

Tomáš Brázdil, Antonín Kučera, Petr Novotný

Energy Markov Decision Processes (EMDPs) are finite-state Markov decision processes where each transition is assigned an integer counter update and a rational payoff. An EMDP confi…