Don’t have to make any assumptions about causality, The pattern is clear. Temperatures to up, after a lag CO2 goes up. Temperature goes down, after a lag CO2 goes down.
Causality may be asymmetrical - heating may cause higher carbon dioxide concentrations. Heating the oceans can cause carbon dioxide to be expelled.