Dilen Shankar

Privacy-preserving differential expression analysis via fully homomorphic encryption: a systematic tradeoff evaluation of BFV and CKKS on cancer RNA-seq datasets

Cloud-based genomic analysis increasingly exposes sensitive RNA-sequencing data to external computational infrastructure, raising critical privacy concerns for differential expression studies. Fully homomorphic encryption (FHE) enables computation directly on encrypted data without requiring decryption, offering...