SNAP: An Efficient Sparse Neural Acceleration Processor for Unstructured Sparse Deep Neural Network Inference

Author:

Zhang Jie-FangORCID,Lee Ching-En,Liu ChesterORCID,Shao Yakun Sophia,Keckler Stephen W.,Zhang ZhengyaORCID

Funder

Defense Advanced Research Projects Agency (DARPA) Common Heterogeneous Integration and IP Reuse Strategies

DARPA Circuit Realization at Faster Timescales

Toyota Research Institute

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering

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2. Energy and Bandwidth Efficient Sparse Programmable Dataflow Accelerator;IEEE Transactions on Circuits and Systems I: Regular Papers;2024-09

3. SwiSS: Switchable Single-Sided Sparsity-based DNN Accelerators;Proceedings of the 29th ACM/IEEE International Symposium on Low Power Electronics and Design;2024-08-05

4. RAMAN: A Reconfigurable and Sparse tinyML Accelerator for Inference on Edge;IEEE Internet of Things Journal;2024-07-15

5. ALSCA: A Large-Scale Sparse CNN Accelerator Using Position-First Dataflow and Input Channel Merging Approach;IEEE Transactions on Circuits and Systems II: Express Briefs;2024-07

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