arxivcs.CRcs.AIcs.IR2026-06-26
SHARD: cell-keyed residual splitting for alignment-resistant private dense retrieval
Dense retrieval systems expose document geometry when vector stores are compromised, and a global protective transform can often be aligned from known pairs. We study SHARD, which splits PCA coordinates into a short routing prefix and a residual protected by independent cell-loca…