ModSRAM: Algorithm-Hardware Co-Design for Large Number Modular Multiplication in SRAM
Jonathan Hao-Cheng Ku, Junyao Zhang, Haoxuan Shan, Saichand Samudrala, Jiawen Wu, Qilin Zheng, Ziru Li, Jeyavijayan Rajendran, Yiran Chen
摘要
Elliptic curve cryptography (ECC) is widely used in security applications such as public key cryptography (PKC) and zero-knowledge proofs (ZKP). ECC is composed of modular arithmetic, where modular multiplication takes most of the processing time. Computational complexity and memory constraints of ECC limit the performance. Therefore, hardware acceleration on ECC is an active field of research. Processing-in-memory (PIM) is a promising approach to tackle this problem. In this work, we design ModSRAM, the first 8T SRAM PIM architecture to compute large-number modular multiplication efficiently. In addition, we propose R4CSA-LUT, a new algorithm that reduces the cycles for an interleaved algorithm and eliminates carry propagation for addition based on look-up tables (LUT). ModSRAM is co-designed with R4CSA-LUT to support modular multiplication and data reuse in memory with 52% cycle reduction compared to prior works with only 32% area overhead.
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它引用的顶会 Paper4
- PipeZK: Accelerating Zero-Knowledge Proof with a Pipelined ArchitectureYe Zhang, Shuo Wang, Xian Zhang, Jiangbin Dong 等ISCA 2021 · 被引用 87 次
- Bit Parallel 6T SRAM In-memory Computing with Reconfigurable Bit-PrecisionKyeongho Lee, Jinho Jeong, Sungsoo Cheon, Woong Choi 等DAC 2020 · 被引用 71 次
- CryptoPIM: In-memory Acceleration for Lattice-based Cryptographic HardwareHamid Nejatollahi, Saransh Gupta, Mohsen Imani, Tajana Simunic Rosing 等DAC 2020 · 被引用 63 次
- BP-NTT: Fast and Compact in-SRAM Number Theoretic Transform with Bit-Parallel Modular MultiplicationJingyao Zhang, Mohsen Imani, Elaheh SadrediniDAC 2023 · 被引用 23 次
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