Bridging the Black Box: A Survey on Mechanistic Interpretability in AI. - Shriyank Somvanshi; Md. Monzurul Islam; Amir Rafe; Anannya Ghosh Tusti; Arka Chakraborty; Anika Baitullah; Tausif Islam Chowdhury; Nawaf Alnawmasi; Anandi K. Dutta; Subasish Das (ACM Comput. Surv., 2026)