Rethinking Co-design of Neural Architectures and Hardware Accelerators

Rethinking Co-design of Neural Architectures and Hardware Accelerators

17 February 2021

Mingxing Tan

Amir Yazdanbakhsh

Ravi Narayanaswami

Papers citing "Rethinking Co-design of Neural Architectures and Hardware Accelerators"

12 / 12 papers shown

Title
Lightweight Deep Learning for Resource-Constrained Environments: A Survey Hou-I Liu Marco Galindo Hongxia Xie Lai-Kuan Wong Hong-Han Shuai Yung-Hui Li Wen-Huang Cheng 58 48 0 08 Apr 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 14 1 0 30 Jan 2024
Toward Edge-Efficient Dense Predictions with Synergistic Multi-Task Neural Architecture Search Thanh Vu Yan-Quan Zhou Chun-Yung Wen Yueqi Li Jan-Michael Frahm 39 4 0 04 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 42 10 0 08 Sep 2022
QUIDAM: A Framework for Quantization-Aware DNN Accelerator and Model Co-Exploration A. Inci Siri Garudanagiri Virupaksha Aman Jain Ting-Wu Chin Venkata Vivek Thallam Ruizhou Ding Diana Marculescu MQ 21 3 0 30 Jun 2022
QADAM: Quantization-Aware DNN Accelerator Modeling for Pareto-Optimality A. Inci Siri Garudanagiri Virupaksha Aman Jain Venkata Vivek Thallam Ruizhou Ding Diana Marculescu MQ 38 2 0 20 May 2022
Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems Shail Dave Alberto Marchisio Muhammad Abdullah Hanif Amira Guesmi Aviral Shrivastava Ihsen Alouani Muhammad Shafique 31 13 0 18 Apr 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 25 26 0 16 Dec 2021
HALF: Holistic Auto Machine Learning for FPGAs Jonas Ney D. Loroch Vladimir Rybalkin Nicolas Weber Jens Krüger Norbert Wehn 18 9 0 28 Jun 2021
NAX: Co-Designing Neural Network and Hardware Architecture for Memristive Xbar based Computing Systems Shubham Negi I. Chakraborty Aayush Ankit Kaushik Roy 17 6 0 23 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 21 50 0 26 May 2021
NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications Tien-Ju Yang Andrew G. Howard Bo Chen Xiao Zhang Alec Go Mark Sandler Vivienne Sze Hartwig Adam 90 515 0 09 Apr 2018