There are some limitations with the GPU particle systems (see the doc) and sometimes they behave differently than the CPU particle system (see GPUParticleSystem EmitRate Zero Bug for your problem with the emission rate), so sometimes you can’t simply switch from one to the other, you may need to adjust some parameters in the process.
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