They are getting as close a possible to withdrawing from the UNFCCC without withdrawing, but I am not sure about the reasons. Legally it is unclear, but most likely Trump could withdraw without Senate approval - www.climatechangenews.com/2024/11/04/l...
As the US Senate approved joining the UNFCC, it’s unclear if Trump could easily pull the country out, even if he leaves the Paris agreement