AutoDNNchip: An Automated DNN Chip Predictor and Builder for Both FPGAs and ASICs

6 January 2020

Yue Wang

Papers citing "AutoDNNchip: An Automated DNN Chip Predictor and Builder for Both FPGAs and ASICs"

35 / 35 papers shown

Title
CAFE: Carbon-Aware Federated Learning in Geographically Distributed Data Centers Jieming Bian Lei Wang Shaolei Ren Jie Xu FedML 16 8 0 06 Nov 2023
GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models Yonggan Fu Yongan Zhang Zhongzhi Yu Sixu Li Zhifan Ye Chaojian Li Cheng Wan Ying Lin 35 60 0 19 Sep 2023
An Open-Source ML-Based Full-Stack Optimization Framework for Machine Learning Accelerators H. Esmaeilzadeh Soroush Ghodrati A. Kahng J. Kim Sean Kinzer ... R. Mahapatra Susmita Dey Manasi S. Sapatnekar Zhiang Wang Ziqing Zeng 11 4 0 23 Aug 2023
Performance Analysis of DNN Inference/Training with Convolution and non-Convolution Operations H. Esmaeilzadeh Soroush Ghodrati A. Kahng Sean Kinzer Susmita Dey Manasi S. Sapatnekar Zhiang Wang 22 2 0 29 Jun 2023
Towards Environmentally Equitable AI via Geographical Load Balancing Pengfei Li Jianyi Yang Adam Wierman Shaolei Ren 30 8 0 20 Jun 2023
MetaML: Automating Customizable Cross-Stage Design-Flow for Deep Learning Acceleration Zhiqiang Que Shuo Liu Markus Rognlien Ce Guo J. G. Coutinho Wayne Luk 10 4 0 14 Jun 2023
Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Models Pengfei Li Jianyi Yang M. A. Islam Shaolei Ren 81 120 0 06 Apr 2023
NASA: Neural Architecture Search and Acceleration for Hardware Inspired Hybrid Networks Huihong Shi Haoran You Yang Katie Zhao Zhongfeng Wang Yingyan Lin 56 7 0 24 Oct 2022
GANDSE: Generative Adversarial Network based Design Space Exploration for Neural Network Accelerator Design Lang Feng Wenjian Liu Chuliang Guo Ke Tang Cheng Zhuo Zhongfeng Wang 20 5 0 01 Aug 2022
Chimera: A Hybrid Machine Learning Driven Multi-Objective Design Space Exploration Tool for FPGA High-Level Synthesis Mang Yu Sitao Huang Deming Chen 11 9 0 03 Jul 2022
Sparseloop: An Analytical Approach To Sparse Tensor Accelerator Modeling Yannan Nellie Wu Po-An Tsai A. Parashar Vivienne Sze J. Emer 23 57 0 12 May 2022
Pre-RTL DNN Hardware Evaluator With Fused Layer Support Chih-Chyau Yang Tian-Sheuan Chang 11 1 0 02 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 23 13 0 18 Apr 2022
A Semi-Decoupled Approach to Fast and Optimal Hardware-Software Co-Design of Neural Accelerators Bingqian Lu Zheyu Yan Yiyu Shi Shaolei Ren 21 2 0 25 Mar 2022
EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search Qian Jiang Xiaofan Zhang Deming Chen Minh Do Raymond A. Yeh 25 7 0 24 Nov 2021
Design of Many-Core Big Little μBrain for Energy-Efficient Embedded Neuromorphic Computing M. L. Varshika Adarsha Balaji Federico Corradi Anup Das J. Stuijt F. Catthoor 22 24 0 23 Nov 2021
Enabling Automated FPGA Accelerator Optimization Using Graph Neural Networks Atefeh Sohrabizadeh Yunsheng Bai Yizhou Sun Jason Cong GNN 12 7 0 17 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 12 4 0 04 Nov 2021
Data-Driven Offline Optimization For Architecting Hardware Accelerators Aviral Kumar Amir Yazdanbakhsh Milad Hashemi Kevin Swersky Sergey Levine 25 36 0 20 Oct 2021
2-in-1 Accelerator: Enabling Random Precision Switch for Winning Both Adversarial Robustness and Efficiency Yonggan Fu Yang Katie Zhao Qixuan Yu Chaojian Li Yingyan Lin AAML 44 12 0 11 Sep 2021
A3C-S: Automated Agent Accelerator Co-Search towards Efficient Deep Reinforcement Learning Yonggan Fu Yongan Zhang Chaojian Li Zhongzhi Yu Yingyan Lin 21 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 50 17 0 11 Jun 2021
TRIM: A Design Space Exploration Model for Deep Neural Networks Inference and Training Accelerators Yangjie Qi Shuo Zhang T. Taha 10 6 0 18 May 2021
HASCO: Towards Agile HArdware and Software CO-design for Tensor Computation Qingcheng Xiao Size Zheng Bingzhe Wu Pengcheng Xu Xuehai Qian Yun Liang 32 65 0 04 May 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 50 34 0 25 Mar 2021
F-CAD: A Framework to Explore Hardware Accelerators for Codec Avatar Decoding Xiaofan Zhang Dawei Wang P. Chuang Shugao Ma Deming Chen Yuecheng Li VGen 6 8 0 08 Mar 2021
Deep-Dup: An Adversarial Weight Duplication Attack Framework to Crush Deep Neural Network in Multi-Tenant FPGA Adnan Siraj Rakin Yukui Luo Xiaolin Xu Deliang Fan AAML 9 49 0 05 Nov 2020
DNA: Differentiable Network-Accelerator Co-Search Yongan Zhang Y. Fu Weiwen Jiang Chaojian Li Haoran You Meng Li Vikas Chandra Yingyan Lin 11 17 0 28 Oct 2020
Light Can Hack Your Face! Black-box Backdoor Attack on Face Recognition Systems Haoliang Li Yufei Wang Xiaofei Xie Yang Liu Shiqi Wang Renjie Wan Lap-Pui Chau City University of Hong Kong AAML 11 32 0 15 Sep 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 46 81 0 02 Jul 2020
SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation Yang Katie Zhao Xiaohan Chen Yue Wang Chaojian Li Haoran You Y. Fu Yuan Xie Zhangyang Wang Yingyan Lin MQ 21 43 0 07 May 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 24 77 0 06 May 2020
TIMELY: Pushing Data Movements and Interfaces in PIM Accelerators Towards Local and in Time Domain Weitao Li Pengfei Xu Yang Katie Zhao Haitong Li Yuan Xie Yingyan Lin 9 68 0 03 May 2020
HybridDNN: A Framework for High-Performance Hybrid DNN Accelerator Design and Implementation Hanchen Ye Xiaofan Zhang Zhize Huang Gengsheng Chen Deming Chen 24 60 0 08 Apr 2020
SiamVGG: Visual Tracking using Deeper Siamese Networks Yuhong Li Xiaofan Zhang Deming Chen ViT 36 47 0 07 Feb 2019