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20232026
most citedSSR: Spatial Sequential Hybrid Architecture for Latency Throughput Tradeoff in Transformer Acceleration

33 citations · 50 across the 14 of their papers we have counts for

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5 papers · 1 filter

cs.AR2023★ 1 cited

REFRESH FPGAs: Sustainable FPGA Chiplet Architectures

Peipei Zhou, Jinming Zhuang, Stephen Cahoon +6

There is a growing call for greater amounts of increasingly agile computational power for edge and cloud infrastructure to serve the computationally complex needs of ubiquitous com…

cs.AR2023★ 6 cited

Challenges and Opportunities to Enable Large-Scale Computing via Heterogeneous Chiplets

Zhuoping Yang, Shixin Ji, Xingzhen Chen +4

Fast-evolving artificial intelligence (AI) algorithms such as large language models have been driving the ever-increasing computing demands in today's data centers. Heterogeneous c…

cs.AR2023★ 3 cited

AIM: Accelerating Arbitrary-precision Integer Multiplication on Heterogeneous Reconfigurable Computing Platform Versal ACAP

Zhuoping Yang, Jinming Zhuang, Jiaqi Yin +3

Arbitrary-precision integer multiplication is the core kernel of many applications in simulation, cryptography, etc. Existing acceleration of arbitrary-precision integer multiplica…

cs.AR2023

AutoMM: Energy-Efficient Multi-Data-Type Matrix Multiply Design on Heterogeneous Programmable System-on-Chip

Jinming Zhuang, Zhuoping Yang, Peipei Zhou

As the increasing complexity of Neural Network(NN) models leads to high demands for computation, AMD introduces a heterogeneous programmable system-on-chip (SoC), i.e., Versal ACAP…

cs.AR2023★ 7 cited

CHARM: Composing Heterogeneous Accelerators for Matrix Multiply on Versal ACAP Architecture

Jinming Zhuang, Jason Lau, Hanchen Ye +10

Dense matrix multiply (MM) serves as one of the most heavily used kernels in deep learning applications. To cope with the high computation demands of these applications, heterogene…