Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators

31 October 2019

Papers citing "Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators"

21 / 21 papers shown

Title
Towards Efficient IMC Accelerator Design Through Joint Hardware-Workload Co-optimization Olga Krestinskaya M. Fouda A. Eltawil K. Salama 39 0 0 22 Oct 2024
Multi-Objective Neural Architecture Search for In-Memory Computing Md Hasibul Amin Mohammadreza Mohammadi Ramtin Zand 64 0 0 10 Jun 2024
U-SWIM: Universal Selective Write-Verify for Computing-in-Memory Neural Accelerators Zheyu Yan X. Hu Yiyu Shi 41 1 0 11 Dec 2023
TinyML Design Contest for Life-Threatening Ventricular Arrhythmia Detection Zhenge Jia Dawei Li Cong Liu Li-Shih Liao Xiaowei Xu Lichuan Ping Yiyu Shi 32 8 0 09 May 2023
SWIM: Selective Write-Verify for Computing-in-Memory Neural Accelerators Zheyu Yan X. S. Hu Yiyu Shi 44 24 0 17 Feb 2022
RT-RCG: Neural Network and Accelerator Search Towards Effective and Real-time ECG Reconstruction from Intracardiac Electrograms Yongan Zhang Anton Banta Yonggan Fu M. John A. Post M. Razavi Joseph R. Cavallaro B. Aazhang Yingyan Lin 37 4 0 04 Nov 2021
RADARS: Memory Efficient Reinforcement Learning Aided Differentiable Neural Architecture Search Zheyu Yan Weiwen Jiang X. S. Hu Yiyu Shi 79 10 0 13 Sep 2021
Can Noise on Qubits Be Learned in Quantum Neural Network? A Case Study on QuantumFlow Zhiding Liang Zhepeng Wang Junhuan Yang Lei Yang Jinjun Xiong Y. Shi Weiwen Jiang 40 37 0 08 Sep 2021
FLASH: Fast Neural Architecture Search with Hardware Optimization Guihong Li Sumit K. Mandal Ümit Y. Ogras R. Marculescu 40 20 0 01 Aug 2021
Uncertainty Modeling of Emerging Device-based Computing-in-Memory Neural Accelerators with Application to Neural Architecture Search Zheyu Yan Da-Cheng Juan X. S. Hu Yiyu Shi 67 26 0 06 Jul 2021
NAX: Co-Designing Neural Network and Hardware Architecture for Memristive Xbar based Computing Systems Shubham Negi I. Chakraborty Aayush Ankit Kaushik Roy 25 6 0 23 Jun 2021
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators Yonggan Fu Yongan Zhang Yang Zhang David D. Cox Yingyan Lin MQ 70 18 0 11 Jun 2021
Dancing along Battery: Enabling Transformer with Run-time Reconfigurability on Mobile Devices Yuhong Song Weiwen Jiang Bingbing Li Panjie Qi Qingfeng Zhuge E. Sha Sakyasingha Dasgupta Yiyu Shi Caiwen Ding 26 18 0 12 Feb 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 39 98 0 22 Jan 2021
When Machine Learning Meets Quantum Computers: A Case Study Weiwen Jiang Jinjun Xiong Yiyu Shi 42 28 0 18 Dec 2020
DNA: Differentiable Network-Accelerator Co-Search Yongan Zhang Y. Fu Weiwen Jiang Chaojian Li Haoran You Meng Li Vikas Chandra Yingyan Lin 33 17 0 28 Oct 2020
Standing on the Shoulders of Giants: Hardware and Neural Architecture Co-Search with Hot Start Weiwen Jiang Lei Yang Sakyasingha Dasgupta Jiaxi Hu Yiyu Shi 29 59 0 17 Jul 2020
ENSEI: Efficient Secure Inference via Frequency-Domain Homomorphic Convolution for Privacy-Preserving Visual Recognition S. Bian Tianchen Wang Masayuki Hiromoto Yiyu Shi Takashi Sato FedML 31 30 0 11 Mar 2020
Co-Exploration of Neural Architectures and Heterogeneous ASIC Accelerator Designs Targeting Multiple Tasks Lei Yang Zheyu Yan Meng Li Hyoukjun Kwon Liangzhen Lai T. Krishna Vikas Chandra Weiwen Jiang Yiyu Shi 34 115 0 10 Feb 2020
NASS: Optimizing Secure Inference via Neural Architecture Search S. Bian Weiwen Jiang Qing Lu Yiyu Shi Takashi Sato 26 25 0 30 Jan 2020
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 276 5,333 0 05 Nov 2016