Author

Miit Daga

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Open access 2026

DisagreementNet: Lightweight Multi-Teacher Distillation for Retinal OCT Classification—A Leakage-Aware Evaluation

Retinal disease classification from optical coherence tomography usually relies on large pretrained backbones that do not fit the hardware available in most clinics. This paper presents DisagreementNet, a 227,557-parameter Convolutional Neural Network (CNN) trained from scratch, and Disagreement-Aware Knowledge Distill...

Miit Daga, Swarna Priya Ramu · IEEE Access · 0 citations

#artificial intelligence Preprint Apr 2026

Not All Forgetting Is Equal: Retention Dynamics in Fine-Tuned Image Classifiers

This work records per-sample correctness at every epoch while fine-tuning ResNet-18 and DeiT-Small on an imbalanced retinal OCT dataset and CUB-200-2011, matching samples by image identity and holding the split fixed across seeds.

Miit Daga, Swarna Priya Ramu · 0 citations

#machine learning Open access Apr 2026

VeriX-Anon: A Multi-Layered Framework for Mathematically Verifiable Outsourced Target-Driven Data Anonymization

VeriX-Anon is a multi-layered verification framework for outsourced Target-Driven k-anonymization combining three orthogonal mechanisms: deterministic verification via Merkle-style hashing of an Authenticated Decision Tree, probabilistic verification via Boundary Sentinels and exact-duplicate Twins with cryptographic i...

Miit Daga, Swarna Priya Ramu · Array · 0 citations