2 papers
cs.CR2025
EP-HDC: Hyperdimensional Computing with Encrypted Parameters for High-Throughput Privacy-Preserving Inference
Jaewoo Park, Chenghao Quan, Jongeun Lee
While homomorphic encryption (HE) provides strong privacy protection, its high computational cost has restricted its application to simple tasks. Recently, hyperdimensional computi…
cs.AR2025
SAIL: SRAM-Accelerated LLM Inference System with Lookup-Table-based GEMV
Jingyao Zhang, Jaewoo Park, Jongeun Lee +1
Large Language Model (LLM) inference requires substantial computational resources, yet CPU-based inference remains essential for democratizing AI due to the widespread availability…