Vision and Causal Learning Based Channel Estimation for THz Communications. - Ki Tae Kim 001; Yan Kyaw Tun; Md. Shirajum Munir; Chirsto Kurisummoottil Thomas; Walid Saad 001; Choong Seon Hong (CoRR, 2025)