On Neural Architecture Search for Resource-Constrained Hardware Platforms

31 October 2019

Xiaowei Xu

Papers citing "On Neural Architecture Search for Resource-Constrained Hardware Platforms"

21 / 21 papers shown

Title
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
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 51 5 0 11 Oct 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 53 3 0 22 Aug 2022
A Semi-Decoupled Approach to Fast and Optimal Hardware-Software Co-Design of Neural Accelerators Bingqian Lu Zheyu Yan Yiyu Shi Shaolei Ren 26 2 0 25 Mar 2022
One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search Bingqian Lu Jianyi Yang Weiwen Jiang Yiyu Shi Shaolei Ren 24 24 0 01 Nov 2021
RADARS: Memory Efficient Reinforcement Learning Aided Differentiable Neural Architecture Search Zheyu Yan Weiwen Jiang X. S. Hu Yiyu Shi 61 10 0 13 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 43 26 0 06 Jul 2021
NAAS: Neural Accelerator Architecture Search Chengyue Wu Mengtian Yang Song Han 34 60 0 27 May 2021
HAO: Hardware-aware neural Architecture Optimization for Efficient Inference Zhen Dong Yizhao Gao Qijing Huang J. Wawrzynek Hayden Kwok-Hay So Kurt Keutzer 22 35 0 26 Apr 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
AHAR: Adaptive CNN for Energy-efficient Human Activity Recognition in Low-power Edge Devices Nafiul Rashid B. U. Demirel Mohammad Abdullah Al Faruque 27 73 0 03 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
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 64 140 0 21 Dec 2020
ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning Sheng-Chun Kao Geonhwa Jeong T. Krishna 28 95 0 04 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
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 29 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 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
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
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 274 5,331 0 05 Nov 2016