Accuracy vs. Efficiency: Achieving Both through FPGA-Implementation Aware Neural Architecture Search

31 January 2019

Papers citing "Accuracy vs. Efficiency: Achieving Both through FPGA-Implementation Aware Neural Architecture Search"

38 / 38 papers shown

Title
Accelerate Intermittent Deep Inference Ziliang Zhang 23 0 0 01 Jul 2024
On-Device Unsupervised Image Segmentation Junhuan Yang Yi Sheng Yu-zhao Zhang Weiwen Jiang Lei Yang 30 12 0 24 Feb 2023
Enabling Hard Constraints in Differentiable Neural Network and Accelerator Co-Exploration Deokki Hong Kanghyun Choi Hyeyoon Lee Joonsang Yu Noseong Park Youngsok Kim Jinho Lee 19 3 0 23 Jan 2023
NEON: Enabling Efficient Support for Nonlinear Operations in Resistive RAM-based Neural Network Accelerators Aditya Manglik Minesh Patel Haiyu Mao Behzad Salami Jisung Park Lois Orosa O. Mutlu 20 1 0 10 Nov 2022
RoHNAS: A Neural Architecture Search Framework with Conjoint Optimization for Adversarial Robustness and Hardware Efficiency of Convolutional and Capsule Networks Alberto Marchisio Vojtěch Mrázek Andrea Massa Beatrice Bussolino Maurizio Martina Mohamed Bennai AAML 46 5 0 11 Oct 2022
PolyMPCNet: Towards ReLU-free Neural Architecture Search in Two-party Computation Based Private Inference Hongwu Peng Shangli Zhou Yukui Luo Shijin Duan Nuo Xu ... Tong Geng Ang Li Wujie Wen Xiaolin Xu Caiwen Ding 44 3 0 20 Sep 2022
SVD-NAS: Coupling Low-Rank Approximation and Neural Architecture Search Zhewen Yu C. Bouganis 37 4 0 22 Aug 2022
Quantum Neural Network Compression Zhirui Hu Peiyan Dong Zhepeng Wang Youzuo Lin Yanzhi Wang Weiwen Jiang GNN 27 28 0 04 Jul 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 34 118 0 29 May 2022
A Collaboration Strategy in the Mining Pool for Proof-of-Neural-Architecture Consensus Boyang Albert Li Qing Lu Weiwen Jiang Taeho Jung Yiyu Shi 36 5 0 05 May 2022
BSC: Block-based Stochastic Computing to Enable Accurate and Efficient TinyML Yuhong Song E. Sha Qingfeng Zhuge Rui-Xue Xu Yong-Zhong Zhang Bingzhe Li Lei Yang 19 3 0 12 Nov 2021
Accelerating Framework of Transformer by Hardware Design and Model Compression Co-Optimization Panjie Qi E. Sha Qingfeng Zhuge Hongwu Peng Shaoyi Huang Zhenglun Kong Yuhong Song Bingbing Li 11 50 0 19 Oct 2021
RADARS: Memory Efficient Reinforcement Learning Aided Differentiable Neural Architecture Search Zheyu Yan Weiwen Jiang X. S. Hu Yiyu Shi 56 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 38 37 0 08 Sep 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 38 26 0 06 Jul 2021
Enabling On-Device Self-Supervised Contrastive Learning With Selective Data Contrast Yawen Wu Zhepeng Wang Dewen Zeng Yiyu Shi Jingtong Hu SSL 41 28 0 07 Jun 2021
HAO: Hardware-aware neural Architecture Optimization for Efficient Inference Zhen Dong Yizhao Gao Qijing Huang J. Wawrzynek Hayden Kwok-Hay So Kurt Keutzer 19 35 0 26 Apr 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design Cong Hao Jordan Dotzel Jinjun Xiong Luca Benini Zhiru Zhang Deming Chen 58 35 0 25 Mar 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 18 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 34 98 0 22 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 40 2 0 04 Jan 2021
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai BDL 59 140 0 21 Dec 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 52 116 0 25 Nov 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 44 79 0 17 Sep 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 27 59 0 17 Jul 2020
Enabling On-Device CNN Training by Self-Supervised Instance Filtering and Error Map Pruning Yawen Wu Zhepeng Wang Yiyu Shi Jiaxi Hu 24 44 0 07 Jul 2020
A Co-Design Framework of Neural Networks and Quantum Circuits Towards Quantum Advantage Weiwen Jiang Jinjun Xiong Yiyu Shi 18 76 0 26 Jun 2020
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions Yuhong Li Cong Hao Xiaofan Zhang Xinheng Liu Yao Chen Jinjun Xiong Wen-mei W. Hwu Deming Chen 40 77 0 06 May 2020
HybridDNN: A Framework for High-Performance Hybrid DNN Accelerator Design and Implementation Hanchen Ye Xiaofan Zhang Zhize Huang Gengsheng Chen Deming Chen 46 61 0 08 Apr 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 32 115 0 10 Feb 2020
NASS: Optimizing Secure Inference via Neural Architecture Search S. Bian Weiwen Jiang Qing Lu Yiyu Shi Takashi Sato 21 25 0 30 Jan 2020
NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving Cong Hao Yao Chen Xinheng Liu A. Sarwari Daryl Sew ... Dongdong Fu Jinjun Xiong Wen-mei W. Hwu Junli Gu Deming Chen 3DV 22 22 0 18 Nov 2019
Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators Weiwen Jiang Qiuwen Lou Zheyu Yan Lei Yang Jiaxi Hu X. S. Hu Yiyu Shi 16 72 0 31 Oct 2019
On Neural Architecture Search for Resource-Constrained Hardware Platforms Qing Lu Weiwen Jiang Xiaowei Xu Yiyu Shi Jiaxi Hu 24 64 0 31 Oct 2019
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems Xiaofan Zhang Haoming Lu Cong Hao Jiachen Li Bowen Cheng ... Jinjun Xiong Thomas Huang Humphrey Shi Wen-mei W. Hwu Deming Chen 39 92 0 20 Sep 2019
When Single Event Upset Meets Deep Neural Networks: Observations, Explorations, and Remedies Zheyu Yan Yiyu Shi Wang Liao M. Hashimoto Xichuan Zhou Cheng Zhuo AAML 14 48 0 10 Sep 2019
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds Zihao Liu Xiaowei Xu Tao Liu Qi Liu Yanzhi Wang Yiyu Shi Wujie Wen Meiping Huang Haiyun Yuan Jian Zhuang 18 33 0 09 Apr 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 274 5,331 0 05 Nov 2016