1.6k citations · 2.7k across the 28 of their papers we have counts for
3 papers · 1 filter
A comparative study on power delivery aspects of compute-in/near-memory approaches using DRAM
Siddhartha Raman Sundara Raman, Siyuan Ma, Lizy Kurian John
Compute-in-memory (PIM) mitigates the memory wall by performing computation within memory, reducing data movement and improving energy efficiency. DRAM-based PIM is particularly at…
RACAM: Enhancing DRAM with Reuse-Aware Computation and Automated Mapping for ML Inference
Siyuan Ma, Jiajun Hu, Jeeho Ryoo +2
In-DRAM Processing-In-Memory (DRAM-PIM) has emerged as a promising approach to accelerate memory-intensive workloads by mitigating data transfer overhead between DRAM and the host…
PIMSAB: A Processing-In-Memory System with Spatially-Aware Communication and Bit-Serial-Aware Computation
Aman Arora, Jian Weng, Siyuan Ma +2
Bit-serial Processing-In-Memory (PIM) is an attractive paradigm for accelerator architectures, for parallel workloads such as Deep Learning (DL), because of its capability to achie…