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Caffeine: Towards uniformed representation and acceleration for deep convolutional neural networks
Chen Zhang, Zhenman Fang, Peipei Zhou, Peichen Pan, Jason Cong
Published in Digest of technical papers - IEEE/ACM International Conference on Computer-Aided Design (01.11.2016)
Published in Digest of technical papers - IEEE/ACM International Conference on Computer-Aided Design (01.11.2016)
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Conference Proceeding
SGX-FPGA: Trusted Execution Environment for CPU-FPGA Heterogeneous Architecture
Xia, Ke, Luo, Yukui, Xu, Xiaolin, Wei, Sheng
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding
High-Performance FPGA-based Accelerator for Bayesian Neural Networks
Fan, Hongxiang, Ferianc, Martin, Rodrigues, Miguel, Zhou, Hongyu, Niu, Xinyu, Luk, Wayne
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding
WSQ-AdderNet: Efficient Weight Standardization based Quantized AdderNet FPGA Accelerator Design with High-Density INT8 DSP-LUT Co-Packing Optimization
Zhang, Yunxiang, Sun, Biao, Jiang, Weixiong, Ha, Yajun, Hu, Miao, Zhao, Wenfeng
Published in 2022 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (29.10.2022)
Published in 2022 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (29.10.2022)
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Conference Proceeding
BlockGNN: Towards Efficient GNN Acceleration Using Block-Circulant Weight Matrices
Zhou, Zhe, Shi, Bizhao, Zhang, Zhe, Guan, Yijin, Sun, Guangyu, Luo, Guojie
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding
Gemmini: Enabling Systematic Deep-Learning Architecture Evaluation via Full-Stack Integration
Genc, Hasan, Kim, Seah, Amid, Alon, Haj-Ali, Ameer, Iyer, Vighnesh, Prakash, Pranav, Zhao, Jerry, Grubb, Daniel, Liew, Harrison, Mao, Howard, Ou, Albert, Schmidt, Colin, Steffl, Samuel, Wright, John, Stoica, Ion, Ragan-Kelley, Jonathan, Asanovic, Krste, Nikolic, Borivoje, Shao, Yakun Sophia
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding
CoSPARSE: A Software and Hardware Reconfigurable SpMV Framework for Graph Analytics
Feng, Siying, Sun, Jiawen, Pal, Subhankar, He, Xin, Kaszyk, Kuba, Park, Dong-hyeon, Morton, Magnus, Mudge, Trevor, Cole, Murray, O'Boyle, Michael, Chakrabarti, Chaitali, Dreslinski, Ronald
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding
Uint-Packing: Multiply Your DNN Accelerator Performance via Unsigned Integer DSP Packing
Zhang, Jingwei, Zhang, Meng, Cao, Xinye, Li, Guoqing
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
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Conference Proceeding
Classifying Computations on Multi-Tenant FPGAs
Gobulukoglu, Mustafa, Drewes, Colin, Hunter, William, Kastner, Ryan, Richmond, Dustin
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding
ANT: Exploiting Adaptive Numerical Data Type for Low-bit Deep Neural Network Quantization
Guo, Cong, Zhang, Chen, Leng, Jingwen, Liu, Zihan, Yang, Fan, Liu, Yunxin, Guo, Minyi, Zhu, Yuhao
Published in 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2022)
Published in 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2022)
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Conference Proceeding
CLAppED: A Design Framework for Implementing Cross-Layer Approximation in FPGA-based Embedded Systems
Ullah, Salim, Sahoo, Siva Satyendra, Kumar, Akash
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding
CoNDA: Efficient Cache Coherence Support for Near-Data Accelerators
Boroumand, Amirali, Ghose, Saugata, Patel, Minesh, Hassan, Hasan, Lucia, Brandon, Ausavarungnirun, Rachata, Hsieh, Kevin, Hajinazar, Nastaran, Malladi, Krishna T., Zheng, Hongzhong, Mutlu, Onur
Published in 2019 ACM/IEEE 46th Annual International Symposium on Computer Architecture (ISCA) (01.06.2019)
Published in 2019 ACM/IEEE 46th Annual International Symposium on Computer Architecture (ISCA) (01.06.2019)
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Conference Proceeding
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks
Boroumand, Amirali, Ghose, Saugata, Akin, Berkin, Narayanaswami, Ravi, Oliveira, Geraldo F., Ma, Xiaoyu, Shiu, Eric, Mutlu, Onur
Published in 2021 30th International Conference on Parallel Architectures and Compilation Techniques (PACT) (01.09.2021)
Published in 2021 30th International Conference on Parallel Architectures and Compilation Techniques (PACT) (01.09.2021)
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Conference Proceeding
Adaptable Butterfly Accelerator for Attention-based NNs via Hardware and Algorithm Co-design
Fan, Hongxiang, Chau, Thomas, Venieris, Stylianos I., Lee, Royson, Kouris, Alexandros, Luk, Wayne, Lane, Nicholas D., Abdelfattah, Mohamed S.
Published in 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2022)
Published in 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2022)
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Conference Proceeding
PolySA: Polyhedral-Based Systolic Array Auto-Compilation
Cong, Jason, Wang, Jie
Published in 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (01.11.2018)
Published in 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (01.11.2018)
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Conference Proceeding
SaGraph: A Similarity-aware Hardware Accelerator for Temporal Graph Processing
Zhao, Jin, Zhang, Yu, Cheng, Jian, Wu, Yiyang, Ye, Chuyue, Yu, Hui, Huang, Zhiying, Jin, Hai, Liao, Xiaofei, Gu, Lin, Liu, Haikun
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
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Conference Proceeding
Laconic Deep Learning Inference Acceleration
Sharify, Sayeh, Lascorz, Alberto Delmas, Mahmoud, Mostafa, Nikolic, Milos, Siu, Kevin, Stuart, Dylan Malone, Poulos, Zissis, Moshovos, Andreas
Published in 2019 ACM/IEEE 46th Annual International Symposium on Computer Architecture (ISCA) (01.06.2019)
Published in 2019 ACM/IEEE 46th Annual International Symposium on Computer Architecture (ISCA) (01.06.2019)
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Conference Proceeding
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation
Hong, Seongmin, Moon, Seungjae, Kim, Junsoo, Lee, Sungjae, Kim, Minsub, Lee, Dongsoo, Kim, Joo-Young
Published in 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2022)
Published in 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO) (01.10.2022)
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Conference Proceeding
NAAS: Neural Accelerator Architecture Search
Lin, Yujun, Yang, Mengtian, Han, Song
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
Published in 2021 58th ACM/IEEE Design Automation Conference (DAC) (05.12.2021)
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Conference Proceeding