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Anika Baitullah

Texas State University, San Marcos

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Bridging the Black Box: A Survey on Mechanistic Interpretability in AI

ACM Computing Surveys, volume 58, issue 8, 2026[10.1145/3787104]
Number of pages: 34 Posted: 24 Jul 2025 Last Revised: 08 Feb 2026
Shriyank Somvanshi, Md Monzurul Islam, Amir Rafe, Anannya Ghosh Tusti, Arka Chakraborty, Anika Baitullah, Tausif Islam Chowdhury, Nawaf Alnawmasi, Anandi Dutta and Subasish Das
Texas State University, Texas State University, affiliation not provided to SSRN, Texas State University, Texas State University, San Marcos, Texas State University, San Marcos, Texas State University, San Marcos, University of Ha'il, Texas State University and Texas State University
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Abstract:

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Deep learning theory, Model interpretability, Causal reasoning and analysis, Unsupervised learning Circuit level understanding, Mechanistic Insights, Reverse Engineering,