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Alignment

Oriented particles, following a local stochastic rule, must align their orientations.

Problem statement and measuresexpand

Each particle carries one of \(q \ge 2\) orientations, a spin state, not a sense of direction. Particles run a local Markov chain; the system should be aligned (most particles share an orientation) or not, depending on the bias, with high probability in the stationary distribution, both when connectivity is kept and when particles may disconnect.

Measures: Time, asynchronous rounds; Moves, total expansions and contractions (work).

Markov chain, sequential

standard settingverified
Time: unknownMoves: unknown

For every \(q \ge 2\), alignment and non-alignment are both achieved by the bias.

Assumed (added on the last edge are outlined)

+Memoryconstant memory and local communication+Schedulersequential: one particle active at a time+Randomnessrandomized

Not assumed

Orientationno common orientation and no chiralityInitial shapeconnected, holes allowedConnectivity during executionthe system must stay connected
Formal definitions of this setting
Memory: constant memory
Each particle has \(O(1)\) bits of persistent memory and reads or writes neighbours' memory.
Scheduler: sequential
At most one particle is active at any time.
Orientation: no orientation
Each particle labels its six incident directions in its own clockwise or counter-clockwise order, starting anywhere.
Randomness: randomized
Particles flip fair coins; guarantees hold with high probability or in expectation.
Initial shape: holes allowed
The initial set of occupied nodes induces a connected subgraph; it may enclose empty regions.
Connectivity during execution: stays connected
At every time the occupied nodes induce a connected subgraph.

What is known

Time · asynchronous rounds
unknown
Mixing time not bounded.
lower boundnone known
introductory—
current best
\(\text{eventually}\)
Moves · total expansions and contractions (work)
unknown
—
lower boundnone known
introductory—
current best—

Results, in order of publication

Kedia et al. 2022 current best
Time \(\text{eventually}\)

Introductory and current best; simply connected and unconstrained settings.

Open questions

None recorded for this variant.

Know a better result for this setting, or found a mistake? Suggest a result · Report an error. Accepted contributions are acknowledged.