Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator

11 February 2020

Mohamed S. Abdelfattah

Royson Lee

Papers citing "Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator"

35 / 35 papers shown

Title
Automated and Holistic Co-design of Neural Networks and ASICs for Enabling In-Pixel Intelligence Shubha R. Kharel Prashansa Mukim Piotr Maj Grzegorz W. Deptuch Shinjae Yoo Yihui Ren Soumyajit Mandal 44 0 0 18 Jul 2024
MELTing point: Mobile Evaluation of Language Transformers Stefanos Laskaridis Kleomenis Katevas Lorenzo Minto Hamed Haddadi 29 21 0 19 Mar 2024
Using the Abstract Computer Architecture Description Language to Model AI Hardware Accelerators Mika Markus Müller Alexander Richard Manfred Borst Konstantin Lubeck Alexander Louis-Ferdinand Jung Oliver Bringmann 19 1 0 30 Jan 2024
Computation-efficient Deep Learning for Computer Vision: A Survey Yulin Wang Yizeng Han Chaofei Wang Shiji Song Qi Tian Gao Huang VLM 34 20 0 27 Aug 2023
Mitigating Memory Wall Effects in CNN Engines with On-the-Fly Weights Generation Stylianos I. Venieris Javier Fernandez-Marques Nicholas D. Lane MQ 27 3 0 25 Jul 2023
A Survey on Multi-Objective Neural Architecture Search Seyed Mahdi Shariatzadeh M. Fathy R. Berangi M. Shahverdy 33 1 0 18 Jul 2023
MetaML: Automating Customizable Cross-Stage Design-Flow for Deep Learning Acceleration Zhiqiang Que Shuo Liu Markus Rognlien Ce Guo Jose G. F. Coutinho Wayne Luk 18 4 0 14 Jun 2023
TransCODE: Co-design of Transformers and Accelerators for Efficient Training and Inference Shikhar Tuli N. Jha 38 5 0 27 Mar 2023
Tiny Classifier Circuits: Evolving Accelerators for Tabular Data Konstantinos Iordanou Timothy Atkinson Emre Ozer Jedrzej Kufel J. Biggs Gavin Brown M. Luján 21 1 0 28 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
Colab NAS: Obtaining lightweight task-specific convolutional neural networks following Occam's razor Andrea Mattia Garavagno D. Leonardis A. Frisoli 25 1 0 15 Dec 2022
CODEBench: A Neural Architecture and Hardware Accelerator Co-Design Framework Shikhar Tuli Chia-Hao Li Ritvik Sharma N. Jha 36 13 0 07 Dec 2022
The Future of Consumer Edge-AI Computing Stefanos Laskaridis Stylianos I. Venieris Alexandros Kouris Rui Li Nicholas D. Lane 45 8 0 19 Oct 2022
Hardware Accelerator and Neural Network Co-Optimization for Ultra-Low-Power Audio Processing Devices Christoph Gerum Adrian Frischknecht T. Hald Paul Palomero Bernardo Konstantin Lubeck Oliver Bringmann 45 10 0 08 Sep 2022
SONAR: Joint Architecture and System Optimization Search Elias Jääsaari Michelle Ma Ameet Talwalkar Tianqi Chen 36 1 0 25 Aug 2022
Algorithm and Hardware Co-design for Reconfigurable CNN Accelerator Hongxiang Fan Martin Ferianc Zhiqiang Que He Li Shuanglong Liu Xinyu Niu Wayne Luk 3DV 25 9 0 24 Nov 2021
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 23 4 0 04 Nov 2021
G-CoS: GNN-Accelerator Co-Search Towards Both Better Accuracy and Efficiency Yongan Zhang Haoran You Yonggan Fu Tong Geng Ang Li Yingyan Lin GNN 21 28 0 18 Sep 2021
LENS: Layer Distribution Enabled Neural Architecture Search in Edge-Cloud Hierarchies Mohanad Odema Nafiul Rashid B. U. Demirel Mohammad Abdullah Al Faruque 25 10 0 20 Jul 2021
NAX: Co-Designing Neural Network and Hardware Architecture for Memristive Xbar based Computing Systems Shubham Negi I. Chakraborty Aayush Ankit Kaushik Roy 22 6 0 23 Jun 2021
How to Reach Real-Time AI on Consumer Devices? Solutions for Programmable and Custom Architectures Stylianos I. Venieris Ioannis Panopoulos Ilias Leontiadis I. Venieris 28 6 0 21 Jun 2021
RHNAS: Realizable Hardware and Neural Architecture Search Yash Akhauri Adithya Niranjan J. P. Muñoz Suvadeep Banerjee A. Davare P. Cocchini A. Sorokin R. Iyer Nilesh Jain 21 3 0 17 Jun 2021
A3C-S: Automated Agent Accelerator Co-Search towards Efficient Deep Reinforcement Learning Yonggan Fu Yongan Zhang Chaojian Li Zhongzhi Yu Yingyan Lin 37 6 0 11 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 55 17 0 11 Jun 2021
Deep Neural Network-based Enhancement for Image and Video Streaming Systems: A Survey and Future Directions Royson Lee Stylianos I. Venieris Nicholas D. Lane AI4TS 57 44 0 07 Jun 2021
A Full-Stack Search Technique for Domain Optimized Deep Learning Accelerators Dan Zhang Safeen Huda Ebrahim M. Songhori Kartik Prabhu Quoc V. Le Anna Goldie Azalia Mirhoseini 26 50 0 26 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 19 34 0 26 Apr 2021
unzipFPGA: Enhancing FPGA-based CNN Engines with On-the-Fly Weights Generation Stylianos I. Venieris Javier Fernandez-Marques Nicholas D. Lane 24 11 0 09 Mar 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 34 96 0 22 Jan 2021
DNA: Differentiable Network-Accelerator Co-Search Yongan Zhang Y. Fu Weiwen Jiang Chaojian Li Haoran You Meng Li Vikas Chandra Yingyan Lin 25 17 0 28 Oct 2020
DANCE: Differentiable Accelerator/Network Co-Exploration Kanghyun Choi Deokki Hong Hojae Yoon Joonsang Yu Youngsok Kim Jinho Lee 19 44 0 14 Sep 2020
ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning Sheng-Chun Kao Geonhwa Jeong T. Krishna 22 91 0 04 Sep 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 43 108 0 04 Aug 2020
Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights Shail Dave Riyadh Baghdadi Tony Nowatzki Sasikanth Avancha Aviral Shrivastava Baoxin Li 59 82 0 02 Jul 2020
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,327 0 05 Nov 2016