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Sep 2026
Fully Homomorphic Encryption (FHE) enables privacy-preserving cloud services but incurs substantial computation overhead, making hardware acceleration essential. Among FHE operations, key-switching is a major performance bottleneck. Recent cryptographic advances introduce a novel key-switching method (i.e., KLSS) that...
Zhi-Han Xu, Jayashree Adivarahan, Rajgopal Kannan et al.
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Aug 2026
Homomorphic Encryption (HE) enables secure computation on encrypted data, addressing privacy concerns in cloud computing. However, the high computational cost of HE operations, particularly matrix multiplication (MM), remains a major barrier to its practical deployment. Accelerating Homomorphic Encrypted MM (HE MM) is...
Zhi-Han Xu, Rajgopal Kannan, Viktor K. Prasanna
· ACM Transactions on Reconfig... · 0 citations
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Jul 2026
FOLIO is introduced, a training-free focused semantic memory system that records important parts of the stream in higher detail while keeping surrounding context compactly and substantially reducing the cost of maintaining streaming memory by reserving detailed records for focused entities and storing surrounding conte...
Haoyang Fan, Dhruv Parikh, Anvitha Ramachandran et al.
· arXiv.org · 1 citation
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