22 citations · 30 across the 12 of their papers we have counts for
4 papers · 1 filter
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…
No One-Size-Fits-All: A Workload-Driven Characterization of Bit-Parallel vs. Bit-Serial Data Layouts for Processing-using-Memory
Jingyao Zhang, Elaheh Sadredini
Processing-in-Memory (PIM) is a promising approach to overcoming the memory-wall bottleneck. However, the PIM community has largely treated its two fundamental data layouts, Bit-Pa…
A Near-Cache Architectural Framework for Cryptographic Computing
Jingyao Zhang, Elaheh Sadredini
Recent advancements in post-quantum cryptographic algorithms have led to their standardization by the National Institute of Standards and Technology (NIST) to safeguard information…
BP-NTT: Fast and Compact in-SRAM Number Theoretic Transform with Bit-Parallel Modular Multiplication
Jingyao Zhang, Mohsen Imani, Elaheh Sadredini
Number Theoretic Transform (NTT) is an essential mathematical tool for computing polynomial multiplication in promising lattice-based cryptography. However, costly division operati…