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The complexity of verifying population protocols.

Javier Esparza1, Stefan Jaax1, Mikhail Raskin1

  • 1Technical University of Munich, Munich, Germany.

Distributed Computing
|November 1, 2021
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Summary
This summary is machine-generated.

Population protocols, a distributed computing model, are analyzed for their correctness problem. For observation models, this problem has significantly lower computational complexity than previously known.

Keywords:
Distributed computingParameterized verificationPopulation protocolsReachability analysis

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Area of Science:

  • Distributed computing
  • Theoretical computer science
  • Formal methods

Background:

  • Population protocols are a model for distributed computation with indistinguishable agents.
  • Previous work classified protocols and analyzed their expressive power.
  • The correctness problem for the main population protocol model is decidable but highly complex.

Purpose of the Study:

  • To investigate the computational complexity of the correctness problem for various classes of population protocols.
  • To analyze classes of population protocols less powerful than the main model.
  • To provide a complexity analysis for the correctness problem across different protocol classes.

Main Methods:

  • Analysis of computational complexity for correctness checking.
  • Comparison of complexity across different population protocol classes.
  • Focus on the decidability and complexity bounds for specific protocol types.

Main Results:

  • The correctness problem for the main population protocol model is at least as hard as the reachability problem for Petri nets (non-elementary complexity).
  • For the class of observation models, the correctness problem exhibits significantly lower computational complexity.
  • Complexity for observation models ranges from to PSPACE.

Conclusions:

  • The complexity of the correctness problem varies substantially across different population protocol classes.
  • Observation models offer a more computationally tractable setting for verifying population protocols.
  • Further research into specific protocol classes can yield more efficient verification methods.