Authors

M. F. Mridha

Publications 2

Preprint Open access

Certified Mechanistic Edits: Behavioral Guarantees for Skill Removal and Preservation

Md Sazid Uddin, Md. Khairul Alam Mazumder, M. F. Mridha · 2026

Mechanistic edits (ablations, weight edits, activation steering) are the standard tools for unlearning a harmful capability from a neural network while preserving useful ones. Current approaches validate their effects only by testing, which can never cover an entire continuous region of inputs. Prior work at the interp …

Preprint Open access

LENS-GRF: Permutation-Invariant Lesion Evidence Network with Gated Residual Fusion for Acne Severity Grading and Multi-Rater Clinical Oracle Analysis

Muhammad Muhtasim Shahriar, M. F. Mridha · 2026

Automated acne severity grading requires both whole-face context and fine-grained lesion evidence. We propose LENS-GRF (Lesion Evidence Network with Set-Transformer and Gated Residual Fusion), an interpretable multi-stage framework for four-class acne severity grading. The method combines Adaptive Facial Skin Segmentat …

Co-authors