Yeah, you are right. Besides that, it seems all parameters stored in state_dict have requires_grad=False by default.
You could try to call the internal buffer dict, but it’s not recommended, since it’s an internal method:
model._buffers

Could you explain a bit about your use case, i.e. why you need all buffers without their specific name?