SpArch: Efficient Architecture for Sparse Matrix Multiplication

SpArch: Efficient Architecture for Sparse Matrix Multiplication

20 February 2020

Song Han

Papers citing "SpArch: Efficient Architecture for Sparse Matrix Multiplication"

12 / 12 papers shown

Title
Oaken: Fast and Efficient LLM Serving with Online-Offline Hybrid KV Cache Quantization Minsu Kim Seongmin Hong RyeoWook Ko S. Choi Hunjong Lee Junsoo Kim Joo-Young Kim Jongse Park 87 0 0 24 Mar 2025
ViTCoD: Vision Transformer Acceleration via Dedicated Algorithm and Accelerator Co-Design Haoran You Zhanyi Sun Huihong Shi Zhongzhi Yu Yang Zhao Yongan Zhang Chaojian Li Baopu Li Yingyan Lin ViT 66 83 0 18 Oct 2022
QOC: Quantum On-Chip Training with Parameter Shift and Gradient Pruning Hanrui Wang Zi-Chen Li Jiaqi Gu Yongshan Ding David Z. Pan Song Han 77 53 0 26 Feb 2022
Learning to Design Circuits Hanrui Wang Jiacheng Yang Hae-Seung Lee Song Han 66 93 0 05 Dec 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 90 1,347 0 10 Feb 2018
SCNN: An Accelerator for Compressed-sparse Convolutional Neural Networks A. Parashar Minsoo Rhu Anurag Mukkara A. Puglielli Rangharajan Venkatesan Brucek Khailany J. Emer S. Keckler W. Dally 73 1,126 0 23 May 2017
ESE: Efficient Speech Recognition Engine with Sparse LSTM on FPGA Song Han Junlong Kang Huizi Mao Yiming Hu Xin Li ... Hong Luo Song Yao Yu Wang Huazhong Yang W. Dally 70 629 0 01 Dec 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 176 2,337 0 12 Aug 2016
EIE: Efficient Inference Engine on Compressed Deep Neural Network Song Han Xingyu Liu Huizi Mao Jing Pu A. Pedram M. Horowitz W. Dally 118 2,456 0 04 Feb 2016
Exploiting Multiple Levels of Parallelism in Sparse Matrix-Matrix Multiplication A. Azad Grey Ballard A. Buluç J. Demmel L. Grigori O. Schwartz Sivan Toledo Samuel Williams 55 105 0 03 Oct 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 253 8,833 0 01 Oct 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 310 6,672 0 08 Jun 2015

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