EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions

6 May 2020

Jinjun Xiong

Papers citing "EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions"

37 / 37 papers shown

Title
MCU-MixQ: A HW/SW Co-optimized Mixed-precision Neural Network Design Framework for MCUs Junfeng Gong Cheng Liu Long Cheng Huawei Li Xiaowei Li 28 0 0 17 Jul 2024
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 55 48 0 08 Apr 2024
FL-NAS: Towards Fairness of NAS for Resource Constrained Devices via Large Language Models Ruiyang Qin Yuting Hu Zheyu Yan Jinjun Xiong Ahmed Abbasi Yiyu Shi 19 5 0 09 Feb 2024
Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices Zhepeng Wang Isaacshubhanand Putla Weiwen Jiang Youzuo Lin 24 2 0 14 Oct 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 25 22 0 27 Sep 2023
TIPS: Topologically Important Path Sampling for Anytime Neural Networks Guihong Li Kartikeya Bhardwaj Yuedong Yang R. Marculescu AAML 30 0 0 13 May 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 36 60 0 26 Jan 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
CODEBench: A Neural Architecture and Hardware Accelerator Co-Design Framework Shikhar Tuli Chia-Hao Li Ritvik Sharma N. Jha 33 13 0 07 Dec 2022
FAQS: Communication-efficient Federate DNN Architecture and Quantization Co-Search for personalized Hardware-aware Preferences Hongjiang Chen Yang Wang Leibo Liu Shaojun Wei Shouyi Yin FedML MQ 14 0 0 16 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 21 3 0 20 Sep 2022
HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation Yao Chen Junhao Pan Xinheng Liu Jinjun Xiong Deming Chen MQ 16 0 0 22 Jul 2022
Chimera: A Hybrid Machine Learning Driven Multi-Objective Design Space Exploration Tool for FPGA High-Level Synthesis Mang Yu Sitao Huang Deming Chen 13 9 0 03 Jul 2022
RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI Segmentation Qing Lu Xiaowei Xu Shunjie Dong Callie Hao Lei Yang Cheng Zhuo Yiyu Shi MedIm 17 4 0 08 Jun 2022
Compilation and Optimizations for Efficient Machine Learning on Embedded Systems Xiaofan Zhang Yao Chen Cong Hao Sitao Huang Yuhong Li Deming Chen 30 1 0 06 Jun 2022
EF-Train: Enable Efficient On-device CNN Training on FPGA Through Data Reshaping for Online Adaptation or Personalization Yue Tang Xinyi Zhang Peipei Zhou Jingtong Hu 11 17 0 18 Feb 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 17 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 18 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
RADARS: Memory Efficient Reinforcement Learning Aided Differentiable Neural Architecture Search Zheyu Yan Weiwen Jiang X. S. Hu Yiyu Shi 47 10 0 13 Sep 2021
Generic Neural Architecture Search via Regression Yuhong Li Cong Hao Pan Li Jinjun Xiong Deming Chen 34 27 0 04 Aug 2021
FLASH: Fast Neural Architecture Search with Hardware Optimization Guihong Li Sumit K. Mandal Ümit Y. Ogras R. Marculescu 25 20 0 01 Aug 2021
LENS: Layer Distribution Enabled Neural Architecture Search in Edge-Cloud Hierarchies Mohanad Odema Nafiul Rashid B. U. Demirel Mohammad Abdullah Al Faruque 23 10 0 20 Jul 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 30 24 0 06 Jul 2021
A3C-S: Automated Agent Accelerator Co-Search towards Efficient Deep Reinforcement Learning Yonggan Fu Yongan Zhang Chaojian Li Zhongzhi Yu Yingyan Lin 23 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
NAAS: Neural Accelerator Architecture Search Yujun Lin Mengtian Yang Song Han 23 58 0 27 May 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 13 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 13 34 0 26 Apr 2021
Software/Hardware Co-design for Multi-modal Multi-task Learning in Autonomous Systems Cong Hao Deming Chen 11 20 0 08 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 50 34 0 25 Mar 2021
FracTrain: Fractionally Squeezing Bit Savings Both Temporally and Spatially for Efficient DNN Training Y. Fu Haoran You Yang Katie Zhao Yue Wang Chaojian Li K. Gopalakrishnan Zhangyang Wang Yingyan Lin MQ 30 32 0 24 Dec 2020
When Machine Learning Meets Quantum Computers: A Case Study Weiwen Jiang Jinjun Xiong Yiyu Shi 27 28 0 18 Dec 2020
DNA: Differentiable Network-Accelerator Co-Search Yongan Zhang Y. Fu Weiwen Jiang Chaojian Li Haoran You Meng Li Vikas Chandra Yingyan Lin 13 17 0 28 Oct 2020
Towards Cardiac Intervention Assistance: Hardware-aware Neural Architecture Exploration for Real-Time 3D Cardiac Cine MRI Segmentation Dewen Zeng Weiwen Jiang Tianchen Wang Xiaowei Xu Haiyun Yuan Meiping Huang Jian Zhuang J. Hu Yiyu Shi 11 8 0 17 Aug 2020
Standing on the Shoulders of Giants: Hardware and Neural Architecture Co-Search with Hot Start Weiwen Jiang Lei Yang Sakyasingha Dasgupta J. Hu Yiyu Shi 22 59 0 17 Jul 2020
SiamVGG: Visual Tracking using Deeper Siamese Networks Yuhong Li Xiaofan Zhang Deming Chen ViT 41 47 0 07 Feb 2019