Ising models coupled via particle exchange are proposed.
A master equation and a Ginzburg–Landau theory are formulated for the system.
There emerges a new metastable phase, in consequence of the particle exchange.
Nonequilibrium critical behaviors are described in terms of dynamic exponents.