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cs.CR2026
A Simple Transformer Pipeline for Full-Key Side-Channel Attacks on Uncropped Datasets
Jimmy Gammell, Kaushik Roy
Deep learning-based side-channel analysis has historically focused on single-byte targets and manually cropped traces, which risks discarding exploitable leakage. While recent work…
cs.LG2026
Learning to Query History: Nonstationary Classification via Learned Retrieval
Jimmy Gammell, Bishal Thapaliya, Yoon Jung +3
Nonstationarity is ubiquitous in practical classification settings, leading deployed models to perform poorly even when they generalize well to holdout sets available at training t…