When temperatures were very cold on the mainland, the oceans remained warm, especially during the periods of intense cooling that took place at
the onset of glaciation.
Also,
the onset of glaciation or deglaciation appears to be triggered by orbital effects that have big seasonal / regional impacts but apply almost zero RF in the global mean.