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Preprint Sep 2026

A Generalizable and Explainable Framework for Synthetic Video Detection Using First-Digit Gradient Statistics

AI video generators have not only become harder to detect but are used to generate a diverse set of scenarios from landscapes to street views to animal videos. This creates a problem where CNN-based detectors are effective but offer no insight into their inner workings, while forensics-based detectors are often pretrai...

S. Shanu, Gautam Kumar, Tej Singh · 0 citations
Open access Aug 2026

Mycobacterium Tuberculosis Drug Resistance Prediction from Whole Genome Sequences Using Hierarchical CNN-Transformer Mutation Pattern Encoding

A Hierarchical CNN-Transformer Mutation Pattern Encoding (HCT-MPE) framework that hierarchically encodes nucleotide-, gene-, and regionlevel mutations, uses CNN layers to extract local mutation patterns, and employs Transformer self-attention to learn long-range genomic dependencies before feature fusion and drug-speci...

S. Shanu, Jenila Jose Jancy V, John Wesley J et al. · 0 citations

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