Co-Exploration of Neural Architectures and Heterogeneous ASIC Accelerator Designs Targeting Multiple Tasks

10 February 2020

Papers citing "Co-Exploration of Neural Architectures and Heterogeneous ASIC Accelerator Designs Targeting Multiple Tasks"

50 / 52 papers shown

Title
Compute-in-Memory based Neural Network Accelerators for Safety-Critical Systems: Worst-Case Scenarios and Protections Zheyu Yan X. Hu Yiyu Shi AAML 23 1 0 11 Dec 2023
U-SWIM: Universal Selective Write-Verify for Computing-in-Memory Neural Accelerators Zheyu Yan X. Hu Yiyu Shi 24 1 0 11 Dec 2023
Monitor Placement for Fault Localization in Deep Neural Network Accelerators Wei-Kai Liu 25 0 0 28 Nov 2023
Sparse-DySta: Sparsity-Aware Dynamic and Static Scheduling for Sparse Multi-DNN Workloads Hongxiang Fan Stylianos I. Venieris Alexandros Kouris Nicholas D. Lane 21 7 0 17 Oct 2023
Mitigating Memory Wall Effects in CNN Engines with On-the-Fly Weights Generation Stylianos I. Venieris Javier Fernandez-Marques Nicholas D. Lane MQ 16 3 0 25 Jul 2023
TinyML Design Contest for Life-Threatening Ventricular Arrhythmia Detection Zhenge Jia Dawei Li Cong Liu Li-Shih Liao Xiaowei Xu Lichuan Ping Yiyu Shi 16 8 0 09 May 2023
On-Device Unsupervised Image Segmentation Junhuan Yang Yi Sheng Yu-zhao Zhang Weiwen Jiang Lei Yang 28 12 0 24 Feb 2023
XploreNAS: Explore Adversarially Robust & Hardware-efficient Neural Architectures for Non-ideal Xbars Abhiroop Bhattacharjee Abhishek Moitra Priyadarshini Panda AAML 18 1 0 15 Feb 2023
RRNet: Towards ReLU-Reduced Neural Network for Two-party Computation Based Private Inference Hongwu Peng Shangli Zhou Yukui Luo Nuo Xu Shijin Duan ... Chenghong Wang Tong Geng Wujie Wen Xiaolin Xu Caiwen Ding 22 17 0 05 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
Computing-In-Memory Neural Network Accelerators for Safety-Critical Systems: Can Small Device Variations Be Disastrous? Zheyu Yan X. S. Hu Yiyu Shi 40 19 0 15 Jul 2022
EVE: Environmental Adaptive Neural Network Models for Low-power Energy Harvesting System Sahidul Islam Shangli Zhou Ran Ran Yufang Jin Wu-Shao Wen Caiwen Ding Mimi Xie 26 9 0 14 Jul 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
Compilation and Optimizations for Efficient Machine Learning on Embedded Systems Xiaofan Zhang Yao Chen Cong Hao Sitao Huang Yuhong Li Deming Chen 39 1 0 06 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 30 2 0 20 May 2022
Multi-DNN Accelerators for Next-Generation AI Systems Stylianos I. Venieris C. Bouganis Nicholas D. Lane 24 7 0 19 May 2022
QAPPA: Quantization-Aware Power, Performance, and Area Modeling of DNN Accelerators A. Inci Siri Garudanagiri Virupaksha Aman Jain Venkata Vivek Thallam Ruizhou Ding Diana Marculescu MQ 20 5 0 17 May 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Yujun Lin Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 21 107 0 25 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 23 2 0 25 Mar 2022
The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices Yi Sheng Junhuan Yang Yawen Wu Kevin Mao Yiyu Shi Jingtong Hu Weiwen Jiang Lei Yang 62 28 0 23 Feb 2022
SPIDER: Searching Personalized Neural Architecture for Federated Learning Erum Mushtaq Chaoyang He Jie Ding A. Avestimehr FedML 16 20 0 27 Dec 2021
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 25 26 0 16 Dec 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
Low-Rank+Sparse Tensor Compression for Neural Networks Cole Hawkins Haichuan Yang Meng Li Liangzhen Lai Vikas Chandra 13 3 0 02 Nov 2021
Accelerating Framework of Transformer by Hardware Design and Model Compression Co-Optimization Panjie Qi E. Sha Qingfeng Zhuge Hongwu Peng Shaoyi Huang Zhenglun Kong Yuhong Song Bingbing Li 11 49 0 19 Oct 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
Exploration of Quantum Neural Architecture by Mixing Quantum Neuron Designs Zhepeng Wang Zhiding Liang Shangli Zhou Caiwen Ding Yiyu Shi Weiwen Jiang 30 33 0 08 Sep 2021
Can Noise on Qubits Be Learned in Quantum Neural Network? A Case Study on QuantumFlow Zhiding Liang Zhepeng Wang Junhuan Yang Lei Yang Jinjun Xiong Y. Shi Weiwen Jiang 38 37 0 08 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 30 24 0 06 Jul 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
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 19 3 0 17 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
NAAS: Neural Accelerator Architecture Search Yujun Lin Mengtian Yang Song Han 26 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 21 50 0 26 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
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
Rethinking Co-design of Neural Architectures and Hardware Accelerators Yanqi Zhou Xuanyi Dong Berkin Akin Mingxing Tan Daiyi Peng Tianjian Meng Amir Yazdanbakhsh Da Huang Ravi Narayanaswami James Laudon 52 26 0 17 Feb 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
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane K. E. Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 31 96 0 22 Jan 2021
When Machine Learning Meets Quantum Computers: A Case Study Weiwen Jiang Jinjun Xiong Yiyu Shi 35 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 23 17 0 28 Oct 2020
DANCE: Differentiable Accelerator/Network Co-Exploration Kanghyun Choi Deokki Hong Hojae Yoon Joonsang Yu Youngsok Kim Jinho Lee 15 44 0 14 Sep 2020
ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning Sheng-Chun Kao Geonhwa Jeong T. Krishna 20 91 0 04 Sep 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 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 J. Hu 16 44 0 07 Jul 2020
Hardware/Software Co-Exploration of Neural Architectures Weiwen Jiang Lei Yang E. Sha Qingfeng Zhuge Shouzhen Gu Sakyasingha Dasgupta Yiyu Shi J. Hu 18 129 0 06 Jul 2019