Jingtong Hu 
Publications
2024
CHEF: A Framework for Deploying Heterogeneous Models on Clusters with Heterogeneous FPGAs
Yue Tang, Yukai Song, Naveena Elango, Sheena Ratnam Priya, Alex K. Jones, Jinjun Xiong, Peipei Zhou, Jingtong Hu
International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) in conjunction with (ESWEEK), RALEIGH, NC, USA, Sept. 29-Oct. 4, 2024.
Also appears as part of the ESWEEK-TCAD Special Issue, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
EQ-ViT: Algorithm-Hardware Co-Design for End-to-End Acceleration of Real-Time Vision Transformer Inference on Versal ACAP Architecture
Peiyan Dong, Jinming Zhuang, Zhuoping Yang, Shixin Ji, Yanyu Li , Dongkuan Xu, Heng Huang, Jingtong Hu, Alex K. Jones, Yiyu Shi, Yanzhi Wang, Peipei Zhou,
International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) in conjunction with (ESWEEK), RALEIGH, NC, USA, Sept. 29-Oct. 4, 2024.
Also appears as part of the ESWEEK-TCAD Special Issue, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
CHARM: Composing Heterogeneous Accelerators for Matrix Multiply in Deep Learning on Versal ACAP Architecture
Jinming Zhuang, Jason Lau, Hanchen Ye, Zhuoping Yang, Shixin Ji, Jack Lo, Kristof Denolf, Stephen Neuendorffer, Alex Jones, Jingtong Hu, Yiyu Shi, Deming Chen, Jason Cong, Peipei Zhou
IEEE Transactions on Transactions on Reconfigurable Technology and Systems (TRETS), June 2024.
Personalized Meta-Federated Learning for IoT-Enabled Health Monitoring
Zhenge Jia, Tianren Zhou, Zheyu Yan, Jingtong Hu, Yiyu Shi
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), April 2024.
STDF: Spatio-Temporal Deformable Fusion for Video Quality Enhancement on Embedded Platforms
Jianing Deng, Shunjie Dong, Lvcheng Chen, Jingtong Hu, Chen Zhuo
ACM Transactions on Embedded Computing Systems (TECS), Jan. 2024
GPU Partitioning & Neural Architecture Sizing for Safety-Driven Sensing in Autonomous Systems
Shengjie Xu, Clara Hobbs, Yukai Song, Bineet Ghosh, Sharmin Aktar, Sichuang Li, Kyle Kessler, Lei Yang, Yi Sheng, Weiwen Jiang, Jingtong Hu, Parasara Sridhar Duggirala, Samarjit Chakraborty
Proc. The 3rd International Conference on Assured Autonomy (ICAA'24), Vanderbilt University, Nashville, TN, USA, October 10 – 11, 2024.
FairQuantize: Achieving Fairness Through Weight Quantization for Dermatological Disease Diagnosis
Yuanbo Guo, Zhenge Jia, Jingtong Hu, Yiyu Shi
Proc. The 27th Medical Image Computing and Computer Assisted Interventions (MICCAI 2024), MARRAKESH, MOROCCO Oct. 2024.
Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis
Qingpeng Kong, Ching-Hao Chiu, Dewen Zeng, Yu-Jen Chen, Tsung-Yi Ho, Jingtong Hu, Yiyu Shi
Proc. The 27th Medical Image Computing and Computer Assisted Interventions (MICCAI 2024), MARRAKESH, MOROCCO Oct. 2024.
Data-Algorithm-Architecture Co-Optimization for Fair Neural Networks on Skin Lesion Dataset
Yi Sheng, Junhuan Yang, Jinyang Li, Alaina James, Xiaowei Xu, Yiyu Shi, Jingtong Hu, Weiwen Jiang, Lei Yang
Proc. The 27th Medical Image Computing and Computer Assisted Interventions (MICCAI 2024), MARRAKESH, MOROCCO Oct. 2024.
SCARIF: Towards Carbon Modeling of Cloud Servers with Accelerators
Shixin Ji, Zhuoping Yang, Xingzhen Chen, Stephen Cahoon, Jingtong Hu, Alex Jones, Yiyu Shi, Peipei Zhou
Proc. IEEE Computer Society Annual Symposium on VLSI (ISVLSI) , Knoxville, Tennessee, USA, July 1-3, 2024
Enabling On-Device Self-Supervised LLM Personalization with Selective Synthetic Data
Ruiyang Qin, Jun Xia, Zhenge Jia, Meng Jiang, Ahmed Abbasi, Peipei Zhou, Jingtong Hu, Yiyu Shi
Proc. The 61th IEEE/ACM Design Automation Conference (DAC 2024) , San Francisco, July 2023.
SSR: Spatial Sequential Hybrid Architecture for Latency Throughput Tradeoff Design Space Exploration
Jinming Zhuang, Zhuoping Yang, Hanchen Ye, Shixin Ji, Heng Huang, Alex Jones, Jingtong Hu, Yiyu Shi, Peipei Zhou
The 32nd ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA 2024), Monterey, CA, Feb. 2024
SPIRAL: Signal-Power Integrity Co-Analysis for High-Speed Inter-Chiplet Serial Links Validation (Best Paper Award)
Xiao Dong, Songyu Sun, Yangfan Jiang, Jingtong Hu, Dawei Gao, Cheng Zhuo
The 29th Asia and South Pacific Design Automation Conference (ASP-DAC 2024), Incheon Songdo Convensia, South Korea, Jan. 2024
2023
Automation of Ultrasonographic Optic Nerve Sheath Diameter Measurement Using Convolutional Neural Networks
Mohammad I Hirzallah, Supratik Bose, Jingtong Hu, Jonathan S Maltz
Journal of Neuroimaging, Sept. 2023.
The importance of resource awareness in artificial intelligence for healthcare
Zhenge Jia, Jianxu Chen, Xiaowei Xu, John Kheir, Jingtong Hu, Han Xiao, Sui Peng, Xiaobo Sharon Hu, Danny Chen, Yiyu Shi
Nature Machine Intelligence, June 2023.
Self-supervised On-device Federated Learning from Unlabeled Streams
Jiahe Shi, Yawen Wu, Dewen Zeng, Jun Tao, Jingtong Hu, Yiyu Shi
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), May 2023.
REFRESH FPGAs: Sustainable FPGA Chiplet Architectures (Best Paper Runner Up)
Peipei Zhou, Jinming Zhuang, Stephen Cahoon, Yue Tang, Zhuoping Yang, Xingzhen Chen, Yiyu Shi, Jingtong Hu, Alex Jones
The 14th International Green and Sustainable Computing Conference (IGSC 2023) , Toronto, Canada, Oct. 2023
Additional Positive Enables Better Representation Learning for Medical Images
Dewen Zeng, Yawen Wu, Xinrong Hu, Xiaowei Xu, Jingtong Hu, Yiyu Shi
Proc. The 25th Medical Image Computing and Computer Assisted Interventions (MICCAI 2023), Vancouver, CANADA, Oct. 2023.
Muffin: A Framework Toward Multi-Dimension AI Fairness by Uniting Off-the-Shelf Models
Yi Sheng, Junhuan Yang, Lei Yang, Yiyu Shi, Jingtong Hu, Weiwen Jiang
Proc. The 60th IEEE/ACM Design Automation Conference (DAC 2023) , San Francisco, July 2023.
Synthetic Data Can Also Teach: Synthesizing Effective Data for Unsupervised Visual Representation Learning
Yawen Wu, Zhepeng Wang, Dewen Zeng, Yiyu Shi, Jingtong Hu
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI), Feb. 2023.
CHARM: Composing Heterogeneous Accelerators for Matrix Multiply on Versal ACAP Architecture
Jinming Zhuang, Jason Lau, Hanchen Ye, Zhuoping Yang, Yubo Du, Jack Lo, Kristof Denolf, Stephen Neuendorffer, Alex Jones, Jingtong Hu, Deming Chen, Jason Cong, Peipei Zhou
The 31st ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA 2023), Monterey, CA, Feb. 2023
Quantization Through Search: A Novel Scheme to Quantize Convolutional Neural Networks in Finite Weight Space
Qing Lu, Weiwen Jiang, Xiaowei Xu, Jingtong Hu, Yiyu Shi
The 28th Asia and South Pacific Design Automation Conference (ASP-DAC 2023), Tokyo Odaiba Miraikan, Japan，Jan. 2023.
2022
Low-power Object-detection Challenge on Unmanned Aerial Vehicles
Zhenge Jia, Xiaowei Xu, Jingtong Hu, Yiyu Shi
Nature Machine Intelligence, November 2022.
Sustainable AI Processing at the Edge
Sebastien Ollivier, Sheng Li, Yue Tang, Chayanika Chaudhuri, Peipei Zhou, Xulong Tang, Jingtong Hu, Alex K. Jones
IEEE Micro SI: Environmentally Sustainable Computing, Oct. 2022.
Reliable and Efficient Parallel Checkpointing Framework for Nonvolatile Processor with Concurrent Peripherals
Tongda Wu, Kaisheng Ma, Jingtong Hu, Chun Jason Xue, Jinyang Li, Xin Shi, Huazhong Yang, Yongpan Liu
IEEE Transactions on Circuits and Systems I (TCAS-I), Sept. 2022.
Distributed Contrastive Learning for Medical Image Segmentation
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yiyu Shi, Jingtong Hu
Medical Image Analysis (MIA), Aug. 2022.
POD-RACING: Bulk-Bitwise to Floating Point Compute In Racetrack Memory for Machine Learning at the Edge
Sebastien Ollivier, Xinyi Zhang, Yue Tang, Chayanika Chaudhuri, Jingtong Hu, Alex K. Jones
IEEE Micro SI: Artificial Intelligence at the Edge, July 2022.
Toward Comprehensive Shifting Fault Tolerance for Domain-Wall Memories with PIETT
Sebastien Ollivier, Stephen Longofono, Prayash Dutta, Jingtong Hu, Sanjukta Bhanja, Alex K. Jones
IEEE Transactions on Computers (TC), June 2022.
Energy-Aware Adaptive Multi-Exit Neural Network Inference Implementation for a Millimeter-Scale Sensing System
Yuyang Li, Yawen Wu, Xincheng Zhang, Jingtong Hu, Inhee Lee
IEEE Transactions on Very Large Scale Integration (VLSI) Systems (TVLSI), April 2022.
Personalized Neural Network for Patient-Specific Health Monitoring in IoT: A Meta-Learning Approach
Zhenge Jia, Yiyu Shi, Jingtong Hu
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), March 2022.
Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video Stream
Yue Tang, Yawen Wu, Peipei Zhou, Jingtong Hu
International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) in conjunction with (ESWEEK), Shanghai, China, Oct. 7-14, 2022.
Also appears as part of the ESWEEK-TCAD Special Issue, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
CORUSCANT: Fast Efficient Processing-in-Racetrack Memories
Sebastien Ollivier, Stephen Longofono, Prayash Dutta, Jingtong Hu, Sanjukta Bhanja, Alex K. Jones
55th IEEE/ACM International Symposium on Microarchitecture (MICRO 2022), Chicago, Illinois, October 1–5, 2022.
FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis
Yawen Wu, Dewen Zeng, Xiaowei Xu, Yiyu Shi, Jingtong Hu
Proc. The 25th Medical Image Computing and Computer Assisted Interventions (MICCAI 2022), Singapore, Sept. 2021.
Decentralized Unsupervised Learning of Visual Representations
Yawen Wu, Zhepeng Wang, Dewen Zeng, Meng Li, Yiyu Shi, Jingtong Hu
Proc. The 31th International Joint Conference on Artificial Intelligence (IJCAI-ECAI 2022), Messe Wien, Vienna, Austria, July 23-29, 2022
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication Awareness
Xinyi Zhang, Cong Hao, Peipei Zhou, Alex Jones, Jingtong Hu
Proc. The 59th IEEE/ACM Design Automation Conference (DAC 2022) , San Francisco, July 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
Proc. The 59th IEEE/ACM Design Automation Conference (DAC 2022) , San Francisco, July 2022.
Opportunistic Communication with Latency Guarantees for Intermittently-Powered Devices
Kacper Wardega, Wenchao Li, Hyoseung Kim, Yawen Wu, Zhenge Jia, Jingtong Hu
Proc. The ACM/IEEE Design, Automation and Test in Europe (DATE 2022) , ANTWERP, BELGIUM, March 2022.
2021
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,
ACM Transactions on Design Automation of Electronic Systems (TODAES), Dec. 2021.
Implementation of Multi-Exit Neural-Network Inferences for an Image-Based Sensing System with Energy Harvesting
Yuyang Li, Yuxin Gao, Minghe Shao, Joseph T. Tonecha, Yawen Wu, Jingtong Hu, Inhee Lee
Journal of Low Power Electronics and Applications (JLPEA), Sept. 2021.
Cooperative Communication Between Two Transiently Powered Sensor Nodes by Reinforcement Learning
Yawen Wu, Zhenge Jia, Fei Fang, Jingtong Hu
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), Jan. 2021.
Federated Contrastive Learning for Dermatological Disease Diagnosis via On-device Learning
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yi Sheng, Lei Yang, Alaina James, Yiyu Shi, Jingtong Hu
Proc. IEEE/ACM International Conference On Computer-Aided Design (ICCAD) , Nov. 2021.
Algorithm-Hardware Co-design of Attention Mechanism on FPGA Devices
Xinyi Zhang, Yawen Wu, Peipei Zhou, Xulong Tang, Jingtong Hu
Proc. International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) in conjunction with (ESWEEK), Virtual, Oct. 2021.
Also appears as part of the ESWEEK-TECS Special Issue, ACM Transactions on Embedded Computing Systems (ACM TECS).
On-Device Prior Knowledge Incorporated Learning for Personalized Atrial Fibrillation Detection
Zhenge Jia, Yiyu Shi, Samir Saba, Jingtong Hu
Proc. International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES) in conjunction with (ESWEEK), Virtual, Oct. 2021.
Also appears as part of the ESWEEK-TECS Special Issue, ACM Transactions on Embedded Computing Systems (ACM TECS).
Positional Contrastive Learning for Volumetric Medical Image Segmentation
Dewen Zeng, Yawen Wu, Xinrong Hu, Xiaowei Xu, Haiyun Yuan, Meiping Huang, Jian Zhuang, Jingtong Hu, Yiyu Shi
Proc. The 24th Medical Image Computing and Computer Assisted Interventions (MICCAI 2021), Virtual, Sept. 2021.
Federated Contrastive Learning for Volumetric Medical Image Segmentation
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yiyu Shi, Jingtong Hu
Proc. The 24th Medical Image Computing and Computer Assisted Interventions (MICCAI 2021), Virtual, Sept. 2021.
Learning to Learn Personalized Neural Network for Ventricular Arrhythmias Detection on Intracardiac EGMs
Zhenge Jia, Zhepeng Wang, Feng Hong, Lichuan Ping, Yiyu Shi, Jingtong Hu
Proc. The 30th International Joint Conference on Artificial Intelligence (IJCAI-21), Virtual, August 2021.
Hardware-aware Real-time Myocardial Segmentation Quality Control in Contrast Echocardiography
Dewen Zeng, Yukun Ding, Xiaowei Xu, Haiyun Yuan, Hongwen Fei, Meiping Huang, Jian Zhuang, Jingtong Hu, Yiyu Shi
Proc. The 58th IEEE/ACM Design Automation Conference (DAC 2021) , Virtual, July 2021.
Enabling On-Device Self-supervised Contrastive Learning With Selective Data Contrast
Yawen Wu, Zhepeng Wang, Dewen Zeng, Yiyu Shi, Jingtong Hu
Proc. The 58th IEEE/ACM Design Automation Conference (DAC 2021) , Virtual, July 2021.
Enabling On-Device Model Personalization for Ventricular Arrhythmias Detection by Generative Adversarial Networks
Zhenge Jia, Feng Hong, Lichuan Ping, Yiyu Shi, Jingtong Hu
Proc. The 58th IEEE/ACM Design Automation Conference (DAC 2021) , Virtual, July 2021.
Developing a Miniature Energy-Harvesting-Powered Edge Device with Multi-Exit Neural Network
Yuyang Li, Yawen Wu, Xincheng Zhang, Ehab Hamed, Jingtong Hu, Inhee Lee,
Proc. IEEE Int'l Symposium on Circuits & Systems (ISCAS 2021), Virtual, May 22-28, 2021.
Lightweight Run-Time Working Memory Compression for Deployment of Deep Neural Networks on Resource-Constrained MCUs
Zhepeng Wang, Yawen Wu, Zhenge Jia, Yiyu Shi, Jingtong Hu
The 26th Asia and South Pacific Design Automation Conference (ASP-DAC 2021), Virtual, Jan. 2021.
2020
Social-Driven Propagation of Active Learning and Associated Scholarship Activity in Engineering: A Case Study
Renee M. Clark, Samuel Dickerson, Mostafa Bedewy, Kevin Chen, Ahmed Dallal, Andres Gomez, Jingtong Hu, Robert Kerestes, Louis Luangkesorn
International Journal of Engineering Education, 36(5), 1667-1680, April 2020
Applying Multiple Level Cell to Non-volatile FPGAs
Ke Liu, Mengying Zhao, Lei Ju, Zhiping Jia, Jingtong Hu, Jason Xue
ACM Transactions on Embedded Computing Systems (TECS), May 2020
Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators
Weiwen Jiang, Qiuwen Lou, Zheyu Yan, Lei Yang, Jingtong Hu, X. Sharon Hu, Yiyu Shi
IEEE Transactions on Computers (TC), April 2020
Hardware/Software Co-Exploration of Neural Architectures (Donald O. Pederson Best Paper Award)
Weiwen Jiang, Lei Yang, Edwin Sha, Qingfeng Zhuge, Shouzhen Gu, Sakyasingha Dasgupta , Yiyu Shi, Jingtong Hu
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), March 2020.
Communication-Aware Task Scheduling for Energy-Harvesting Nonvolatile Processors
Yan Wang, Jinhui Liu, Jingtong Hu
IEEE Transactions on Very Large Scale Integration (VLSI) Systems (TVLSI), March 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, Jingtong Hu, Yiyu Shi
Proc. IEEE/ACM International Conference On Computer-Aided Design (ICCAD) , Nov. 2020.
Personalized Deep Learning for Ventricular Arrhythmias Detection on Medical IoT Systems
Zhenge Jia, Zhepeng Wang, Feng Hong, Lichuan Ping, Yiyu Shi, Jingtong Hu
Proc. IEEE/ACM International Conference On Computer-Aided Design (ICCAD) , Nov. 2020.
Achieving Full Parallelism in LSTM via a Unified Accelerator Design
Xinyi Zhang, Weiwen Jiang, Jingtong Hu
Proc. The 38th IEEE International Conference on Computer Design (ICCD 2020) , Hartford, CT, Oct. 18 - 21, 2020.
Standing on the Shoulders of Giants: Hardware and Neural Architecture Co-Search with Hot Start
Weiwen Jiang, Lei Yang, Sakyasingha Dasgupta , Jingtong Hu, Yiyu Shi,
International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) in conjunction with (ESWEEK), Oct. 2020.
Also appears as part of the ESWEEK-TCAD Special Issue, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
Enabling On-Device CNN Training by Self-Supervised Instance Filtering and Error Map Pruning
Yawen Wu, Zhepeng Wang, Yiyu Shi, Jingtong Hu
International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES) in conjunction with (ESWEEK), Oct. 2020.
Also appears as part of the ESWEEK-TCAD Special Issue, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
Intermittent Inference with Non-uniformly Compressed Multi-Exit Neural Network for Energy Harvesting Powered Devices [Video] [Slides] [PDF]
Yawen Wu, Zhepeng Wang, Zhenge Jia, Yiyu Shi, Jingtong Hu
Proc. The 57th IEEE/ACM Design Automation Conference (DAC 2020) , San Franciso, CA, USA, July 2020.
Co-Exploring Neural Architecture and Network-on-Chip Design for Real-Time Artificial Intelligence (Best Paper Award Nomination)
Lei Yang, Weiwen Jiang, Weichen Liu, Edwin Sha, Yiyu Shi, Jingtong Hu
The 25th Asia and South Pacific Design Automation Conference (ASP-DAC 2020), Beijing, China, Jan. 2020.
2019
DAC-SDC Low Power Object Detection Challenge for UAV Applications
Xiaowei Xu, Xinyi Zhang, Bei Yu, Sharon Hu, Christopher Rowen, Jingtong Hu, Yiyu Shi
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), July 2019.
Modeling and Optimization for Self-Power Non-Volatile IoT Edge Devices with Ultra-Low Harvesting Power
Chen Pan, Mimi Xie, Song Han, Zhi-Hong Mao, Jingtong Hu
ACM Transactions on Cyber-Physical Systems (TCPS), April 2019.
A Novel STT-RAM-based Hybrid Cache for Intermittently Powered Processors in IoT Devices
Mimi Xie, Chen Pan, Yongpan Liu, Youtao Zhang, Chun Jason Xue, Jingtong Hu
IEEE Micro, Volume: 39 , Issue: 1, Jan. 2019.
On Neural Architecture Search for Resource-Constrained Hardware Platforms (Invited paper)
Qing Lu, Weiwen Jiang, Jingtong Hu, Yiyu Shi
Proc. IEEE/ACM International Conference On Computer-Aided Design (ICCAD) , Westminster, CO, Nov. 2019.
Achieving Super-Linear Speedup across Multi-FPGA for Real-Time DNN Inference (Best Paper Award Nomination)
Weiwen Jiang, Edwin H.-M. Sha, Xinyi Zhang, Lei Yang, Qingfeng Zhuge, Yiyu Shi, Jingtong Hu
Proc. International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS 2019) , NYC, New York, USA, Oct. 2019.
Also appears as part of the ESWEEK-TECS Special Issue, ACM Transactions on Embedded Computing Systems (ACM TECS).
When Neural Architecture Search Meets Hardware Implementation: from Hardware Awareness to Co-Design (Invited paper)
Xinyi Zhang, Weiwen Jiang, Yiyu Shi, Jingtong Hu
Proc. IEEE Computer Society Annual Symposium on VLSI (ISVLSI) , Miami, Florida, USA, Aug. 2019.
Accuracy vs. Efficiency: Achieving Both through FPGA-Implementation Aware Neural Architecture Search (Best Paper Award Nomination)
Weiwen Jiang, Xinyi Zhang, Edwin H.-M. Sha, Lei Yang, Qingfeng Zhuge, Yiyu Shi, Jingtong Hu
Proc. The 56th IEEE/ACM Design Automation Conference (DAC 2019) , Las Vegas, Nevada, USA, June 2019.
2018
Real-Time Data Retrieval in Cyber-Physical Systems with Temporal Validity and Data Availability Constraints
Chenchen Fu, Qiangqiang Liu, Peng Wu, Minming Li, Chun Jason Xue, Yingchao Zhao, Jingtong Hu, Song Han,
IEEE Transactions on Knowledge and Data Engineering (TKDE), Aug. 2018.
Securing Emerging Non-volatile Main Memory with Fast and Energy-Efficient AES In-Memory Implementation
Mimi Xie, Shuangchen Li, Alvin Glova, Jingtong Hu, Yuan Xie
IEEE Transactions on Very Large Scale Integration (VLSI) Systems (TVLSI), July 2018.
On the Design of Time-Constrained and Buffer-Optimal Self-Timed Pipelines
Weiwen Jiang, Edwin Sha, Qingfeng Zhuge, Lei Yang, Xianzhang Chen, Jingtong Hu
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), May 2018.
PATH: Performance-Aware Task Scheduling for Energy Harvesting Nonvolatile Processors
Jinyang Li, Yongpan Liu, Hehe Li, Zhe Yuan, Chenchen Fu, Jinshan Yue, Chun Jason Xue, Jingtong Hu, Huazhong Yang
IEEE Transactions on Very Large Scale Integration (VLSI) Systems (TVLSI), Mar. 2018.
Write Energy Reduction for PCM via Pumping Efficiency Improvement
Huizhang Luo, Liang Shi, Jingtong Hu, Qingfeng Zhuge, Edwin H.-M. Sha
ACM Transactions on Storage (TOS), Mar. 2018.
Avoiding Data Inconsistency in Energy Harvesting Powered Embedded Systems
Mimi Xie, Chen Pan, Mengying Zhao, Yongpan Liu, Chun Jason Xue, Jingtong Hu,
ACM Transactions on Design Automation of Electronic Systems (TODAES), Jan. 2018.
ENZYME: An Energy Efficient Transient Computing Paradigm for Ultra-Low Self-Powered IoT Edge Devices
Chen Pan, Mimi Xie, Jingtong Hu
International Conference on Embedded Software (EMSOFT) in conjunction with (ESWEEK), Torino, Italy, Oct. 2018.
Also appears as part of the ESWEEK-TCAD Special Issue, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
Heterogeneous FPGA-based Cost-Optimal Design for Timing-Constrained CNNs
Weiwen Jiang, Edwin H.-M. Sha, Qingfeng Zhuge, Lei Yang, Xianzhang Chen, Jingtong Hu
International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES) in conjunction with (ESWEEK), Torino, Italy, Oct. 2018.
Also appears as part of the ESWEEK-TCAD Special Issue, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
NVM-based FPGA Block RAM with Adaptive SLC-MLC Conversion
Xiaojin Sui, Lei Ju, Mengying Zhao, Jason Xue, Jingtong Hu, Zhiping Jia
International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) in conjunction with (ESWEEK), Torino, Italy, Oct. 2018.
Also appears as part of the ESWEEK-TCAD Special Issue, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
Prototyping Energy Harvesting Powered Systems with Nonvolatile Processor
Yawen Wu, Yinan Sun, Zhenge Jia, Lefang Zhang, Yongpan Liu, Jingtong Hu
The International Symposium on Rapid System Prototyping (RSP) in conjunction with (ESWEEK), Torino, Italy, Oct. 2018.
Low Overhead Online Checkpoint for Intermittently Powered Non-volatile FPGAs
Xinyi Zhang, Clay Patterson, Yongpan Liu, Chengmo Yang, Jason Xue, Jingtong Hu
The International Symposium on VLSI (ISVLSI), Hong Kong, Aug. 2018.
An Area and Energy Efficient Design of Domain-Wall Memory-Based Deep Convolutional Neural Networks using Stochastic Computing (Best Paper Award Nomination)
Xiaolong Ma, Yipeng Zhang, Geng Yuan, Ao Ren, Zhe Li, Jie Han, Jingtong Hu, Yanzhi Wang
The 19th International Symposium on Quality Electronic Design (ISQED), Santa Clara, CA, March 2018.
AIM: Fast and Energy-Efficient AES In-Memory Implementation for Emerging Non-volatile Main Memory
Mimi Xie, Shuangchen Li, Alvin Glova, Jingtong Hu, Yuangang Wang, Yuan Xie
Proc. The ACM/IEEE Design, Automation and Test in Europe (DATE 2018) , Dresden, Germany, March 2018.
2017
Checkpointing-aware Loop Tiling for Energy Harvesting Powered Non-Volatile Processors
Fuyang Li, Keni Qiu, Yong Guan, Mengying Zhao, Jingtong Hu, Yongpan Liu, Chun Jason Xue, Huazhong Yang
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), Dec. 2017.
CP-FPGA:Energy Efficient Nonvolatile FPGA with Offline/Online Checkpointing Optimization
Zhe Yuan, Yongpan Liu, Jinyang Li, Jingtong Hu, Chun Jason Xue, Huazhong Yang
IEEE Transactions on Very Large Scale Integration (VLSI) Systems, March 2017
Exploiting Multiple Write Modes of Non-volatile Main Memory in Embedded Systems
Chen Pan, Mimi Xie, Chengmo Yang, Yiran Chen, Jingtong Hu
ACM Transactions on Embedded Computing Systems (TECS), Feb. 2017
Stack-size Sensitive On-chip Memory Backup for Self-powered Non-volatile Processors
Mengying Zhao, Chenchen Fu, Zewei Li, Qingan Li, Yongpan Liu, Jingtong Hu, Zhiping Jia, Chun Jason Xue
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), Jan. 2017.
CNN-based Pattern Recognition on Nonvolatile IoT Platform for Smart Ultraviolet Monitoring
Jinyang Li, Qingwei Guo, Fang Su, Zhe Yuan, Jinshan Yue, Jingtong Hu, Huazhong Yang, Yongpan Liu
Proc. The 36th International Conference on Computer Aided Design (ICCAD 2017) , Irvine, CA, November 13-16, 2017.
Design Exploration for Multiple Level Cell based Non-volatile FPGAs
Ke Liu, Mengying Zhao, Lei Ju, Zhiping Jia, Jason Xue, Jingtong Hu
Proc. The 35th IEEE International Conference on Computer Design (ICCD 2017) , Boston, MA, November 5 - 8, 2017.
Maximize Energy Utilization for Ultra-Low Energy Harvesting Powered Embedded Systems
Chen Pan, Mimi Xie, Jingtong Hu
Proc. The 23rd IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA 2017), Hsinchu, Taiwan, Aug. 2017.
A Lightweight Progress Maximization Scheduler for Non-Volatile Processor Under Unstable Energy Harvesting
Chen Pan, Mimi Xie, Yongpan Liu, Yanzhi Wang, Jason Xue, Yiran Chen, Jingtong Hu
Proc. The 18th ACM SIGPLAN/SIGBED Conference on Languages, Compilers, Tools and Theory for Embedded Systems (LCTES 2017) , Barcelona, Spain, June 2017.
Age-aware Logic and Memory Co-Placement for RRAM-FPGAs (Best Paper Award Nomination)
Yuan Xue, Chengmo Yang, Jingtong Hu
Proc. The 54th IEEE/ACM Design Automation Conference (DAC 2017) , Austin, Texas, USA, June 2017.
2016
FlexLevel NAND Flash Storage System Design to Reduce LDPC Latency
Jie Guo, Wujie Wen, Jingtong Hu, Danghui Wang, Hai Li, Yiran Chen,
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), Oct. 2016.
vFlash:Virtualized Flash for Optimizing the I/O Performance in Mobile Devices
Renhai Chen, Yi Wang, Jingtong Hu, Duo Liu, Zili Shao, Yong Guan,
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), Sept. 2016.
Image-Content-Aware I/O Optimization for Mobile Virtualization
Renhai Chen, Yi Wang, Jingtong Hu, Duo Liu, Zili Shao, Yong Guan,
ACM Transactions on Embedded Computing Systems (TECS), May 2016
State Asymmetry Driven State Remapping in Phase Change Memory
Mengying Zhao, Yuan Xue, Jingtong Hu, Chengmo Yang, Tiantian Liu, Zhiping Jia, Chun Jason Xue
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), Mar. 2016.
A Time, Energy, and Area Efficient Domain Wall Memory based SPM for Embedded Systems
Shouzhen Gu, Edwin H.-M. Sha, Qingfeng Zhuge, Yiran Chen, Jingtong Hu
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), Mar. 2016.
Wear-Leveling Aware Page Management for Non-Volatile Main Memory on Embedded Systems
Chen Pan, Shouzhen Gu, Mimi Xie, Yongpan Liu, Chun Jason Xue, Jingtong Hu
IEEE Transactions on Multi-Scale Computing Systems (TMSCS), Jan. 2016
Checkpoint Aware Hybrid Cache Architecture for NV Processor in Energy Harvesting Powered Systems
Mimi Xie, Mengying Zhao, Chen Pan, Hehe Li, Yongpan Liu, Youtao Zhang, Chun Jason Xue, Jingtong Hu
International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) in conjunction with (ESWEEK), Pittsburgh, PA, Oct. 2016.
Dynamic Converter Reconfiguration for In-door Energy Harvesting-Based Near-Threshold Non-Volatile Processors
Caiwen Ding, Hongjia Li, Jingtong Hu, Yongpan Liu, Yanzhi Wang
Proc. The 34th IEEE International Conference on Computer Design (ICCD 2016) , Phoenix, Arizona, USA, Oct. 2016.
Two-Step State Transition Minimization for Lifetime and Performance Improvement on MLC STTRAM
Huizhang Luo, Jingtong Hu, Liang Shi, Chun Jason Xue, Qingfeng Zhuge
Proc. The 53rd IEEE/ACM Design Automation Conference (DAC 2016) , Austin, Texas, USA, June 2016.
Performance-Aware Task Scheduling for Energy Harvesting Nonvolatile Processors Considering Power Switching Overheads
Hehe Li, Yongpan Liu, Chenchen Fu, Chun Jason Xue, Donglai Xiang, Jinshan Yue, Jinyang Li, Daming Zhang, Jingtong Hu, Huazhong Yang
Proc. The 53rd IEEE/ACM Design Automation Conference (DAC 2016) , Austin, Texas, USA, June 2016.
TEMP: Thread Batch Enabled Memory Partitioning for GPU
Mengjie Mao, Wujie Wen, Xiaoxiao Liu, Jingtong Hu, Danghui Wang, Yiran Chen, Hai Li
Proc. The 53rd IEEE/ACM Design Automation Conference (DAC 2016) , Austin, Texas, USA, June 2016.
Multi-Source in-Door Energy Harvesting for Non-Volatile Processors
Caiwen Ding, Soroush Heidari, Yanzhi Wang, Yongpan Liu, Jingtong Hu,
Proc. IEEE Int'l Symposium on Circuits & Systems (ISCAS 2016), Montreal, Canada, May 22-26, 2016.
Peak-to-average Pumping Efficiency Improvement for Charge Pump in Phase Change Memories
Huizhang Luo, Jingtong Hu, Liang Shi, Chun Jason Xue, Qingfeng Zhuge
Proc. The 21th IEEE Asia and South Pacific Design Automation Conference (ASP-DAC 2016), Macao, Jan., 2016.
Routing Path Reuse Maximization for Efficient NV-FPGA Reconfiguration
Yuan Xue, Patrick Cronin, Chengmo Yang, Jingtong Hu
Proc. The 21th IEEE Asia and South Pacific Design Automation Conference (ASP-DAC 2016), Macao, Jan., 2016.
2015
Write Mode Aware Loop Tiling for High Performance Low Power Volatile PCM in Embedded Systems
Keni Qiu, Qingan Li, Jingtong Hu, Weigong Zhang, Chun Jason Xue
IEEE Transactions on Computers (TC), July 2015
Nonvolatile Main Memory Aware Garbage Collection in High-Level Language Virtual Machine
Chen Pan, Mimi Xie, Chengmo Yang, Zili Shao, Jingtong Hu
International Conference on Embedded Software (EMSOFT) in conjunction with (ESWEEK), Amsterdam, The Netherlands, Oct. 2015.
Fine-tuning CLB Placement to Speed up Reconfigurations in NVM-based FPGAs
Yuan Xue, Patrick Cronin, Chengmo Yang, Jingtong Hu
Proc. The International Conference on Field-programmable Logic and Applications (FPL 2015) , London, UK, Sept. 2015.
Fixing the Broken Time Machine: Consistency-Aware Checkpointing for Energy Harvesting Powered Non-Volatile Processor
Mimi Xie, Mengying Zhao, Chen Pan, Jingtong Hu, Yongpan Liu, Chun Jason Xue
Proc. The 52nd IEEE/ACM Design Automation Conference (DAC 2015) , San Francisco, California, USA, June 2015.
Compiler Directed Automatic Stack Trimming for Efficient Non-Volatile Processors
Qingan Li, Mengying Zhao, Jingtong Hu, Yongpan Liu, Yanxiang He, Chun Jason Xue
Proc. The 52nd IEEE/ACM Design Automation Conference (DAC 2015) , San Francisco, California, USA, June 2015.
Area and Performance Co-optimization for Domain Wall Memory in Application-specific Embedded Systems
Shouzhen Gu, Edwin H.-M. Sha, Qingfeng Zhuge, Yiran Chen, Jingtong Hu
Proc. The 52nd IEEE/ACM Design Automation Conference (DAC 2015) , San Francisco, California, USA, June 2015.
VWS: A Versatile Warp Scheduler for Exploring Diverse Cache Localities of GPGPU Applications
Mengjie Mao, Jingtong Hu, Yiran Chen, Hai Li
Proc. The 52nd IEEE/ACM Design Automation Conference (DAC 2015) , San Francisco, California, USA, June 2015.
FlexLevel: a Novel NAND Flash Storage System Design for LDPC Latency Reduction
Jie Guo, Wujie Wen, Jingtong Hu, Danghui Wang, Hai Li, Yiran Chen
Proc. The 52nd IEEE/ACM Design Automation Conference (DAC 2015) , San Francisco, California, USA, June 2015.
Software Assisted Non-volatile Register Reduction for Energy Harvesting Based Cyber-Physical System
Mengying Zhao, Qingan Li, Mimi Xie, Yongpan Liu, Jingtong Hu, Chun Jason Xue
Proc. The 18th ACM/IEEE Design, Automation and Test in Europe (DATE 2015) , Grenoble, France, March 2015.
Checkpoint Aware Instruction Scheduling for Prolonging the Lifetime of Nonvolatile Registers in Multiple Functional Unit Processors
Mimi Xie, Chen Pan, Jingtong Hu, Chengmo Yang, Yiran Chen
Proc. The 20th IEEE Asia and South Pacific Design Automation Conference (ASP-DAC 2015) , Chiba/Tokyo, Japan, Jan., 2015.
Unified Non-Volatile Memory and NAND Flash Memory Architecture in Smartphones
Renhai Chen, Yi Wang, Jingtong Hu, Duo Liu, Zili Shao, Yong Guan
Proc. The 20th IEEE Asia and South Pacific Design Automation Conference (ASP-DAC 2015) , Chiba/Tokyo, Japan, Jan., 2015.
Improving Performance and Lifetime of DRAM-PCM Hybrid Main Memory through a Proactive Page Allocation Strategy
H. Aghaeikhouzanin, Chengmo Yang, Jingtong Hu
Proc. The 20th IEEE Asia and South Pacific Design Automation Conference (ASP-DAC 2015) , Chiba/Tokyo, Japan, Jan., 2015.
2014
Optimizing Task and Data Assignment on Multi-core Systems with Multi-port SPMs
Shouzhen Gu, Qingfeng Zhuge, Juan Yi, Jingtong Hu, Edwin H.-M. Sha
IEEE Transactions on Parallel and Distributed Systems (TPDS), Aug. 2014
Low Overhead Software Wear-Leveling for Hybrid PCM+DRAM Main Memory on Embedded Systems
Jingtong Hu, Mimi Xie, Chen Pan, Chun Jason Xue, Qingfeng Zhuge, Edwin H.-M. Sha
IEEE Transactions on Very Large Scale Integration (VLSI) Systems, April 2014
3M-PCM: Exploiting Multiple Write Modes MLC Phase Change Main Memory in Embedded Systems
Chen Pan, Mimi Xie, Jingtong Hu, Yiran Chen, Chengmo Yang
Proc. The International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) in conjunction with (ESWEEK), New Delhi, India, Oct. 2014.
Wear-Leveling for PCM Main Memory on Embedded System via Page Management and Process Scheduling
Chen Pan, Mimi Xie, Jingtong Hu, Meikang Qiu, Qingfeng Zhuge
International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), Chongqing, China, Aug. 2014.
Non-volatile Registers Aware Instruction Selection and Register Reallocation for Embedded Systems
Mimi Xie, Chen Pan, Jingtong Hu, Chun Jason Xue, Qingfeng Zhuge
International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), Chongqing, China, Aug. 2014.
2013
Minimizing System Cost with Efficient Task Assignment on Heterogeneous Multicore Processors Considering Time Constraint
Jing Liu, Qingfeng Zhuge, Shouzhen Gu, Jingtong Hu, Guanyu Zhu, Edwin H.-M. Sha
IEEE Transactions on Parallel and Distributed Systems (TPDS), Nov. 2013.
Minimizing Accumulative Memory Load Cost on Multi-core DSPs with Multi-Level Memory
Jingtong Hu, Yi He, Qingfeng Zhuge, Edwin H.-M. Sha, Chun Jason Xue, Yingchao Zhao
Journal of Systems Architecture: Embedded Software Design (JSA), Aug. 2013.
A Space-Based Wear Leveling for PCM-Based Embedded Systems
Linbo Long, Duo Liu, Jingtong Hu, Shouzhen Gu, Qingfeng Zhuge, Edwin H.-M. Sha
IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA) , Taipei, Taiwan, Aug. 2013.
Efficient Task Assignment and Scheduling for MPSOC DSPS with VS-SPM Considering Concurrent Accesses Through Data Allocation
Shouzhen Gu, Qingfeng Zhuge, Jingtong Hu, Juan Yi, Edwin H.-M. Sha
Proc. The 38th International Conference on Acoustics, Speech, and Signal Processing (ICASSP) , Vancouver, Canada, May 2013.
Software Enabled Wear-Leveling for Hybrid PCM Main Memory on Embedded Systems
Jingtong Hu, Qingfeng Zhuge, Chun Jason Xue, Wei-Che Tseng, Edwin H.-M. Sha
Proc. The 16th ACM/IEEE Design, Automation and Test in Europe (DATE) , Grenoble, France, March 2013.
2012
Scheduling to Optimize Cache Utilization for Non-Volatile Main Memories
Jingtong Hu, Chun Jason Xue, Qingfeng Zhuge, Wei-Che Tseng, Edwin H.-M. Sha
IEEE Transactions on Computers (TC), Dec. 2012.
Optimal Data Placement and Duplication for Embedded Multi-Core Systems with Scratch Pad Memory
Yibo Guo, Qingfeng Zhuge, Jingtong Hu, Meikang Qiu, Edwin H.-M. Sha
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), Dec. 2012.
Management and Optimization for Non-volatile Memory based Hybrid Scratchpad Memory on Multi-core Embedded Processors
Jingtong Hu, Qingfeng Zhuge, Chun Jason Xue, Wei-Che Tseng, Edwin H.-M. Sha
ACM Transactions on Embedded Computing Systems (TECS), Oct. 2012.
Data Allocation Optimization for Hybrid Scratch Pad Memory with SRAM and Non-volatile Memory
Jingtong Hu, Chun Jason Xue, Qingfeng Zhuge, Wei-Che Tseng, Edwin H.-M. Sha
IEEE Transactions on Very Large Scale Integration (VLSI) Systems (TVLSI), May 2012.
Minimizing Access Cost for Multiple Types of Memory Units in Embedded Systems through Data Allocation and Scheduling
Qingfeng Zhuge, Yibo Guo, Jingtong Hu, Wei-Che Tseng, Chun Jason Xue, Edwin H.-M. Sha
IEEE Transactions on Signal Processing (TSP), Feb. 2012.
Loop Scheduling Optimization for Chip-Multiprocessors with Non-Volatile Main Memory
Yan Wang, Jiayi Du, Jingtong Hu, Qingfeng Zhuge, Edwin H.-M. Sha
Proc. The 37th International Conference on Acoustics, Speech, and Signal Processing (ICASSP) , Kyoto, Japan, Mar. 2012.
PRR: A Low-Overhead Cache Replacement Algorithm for Embedded Processors
Wei-Che Tseng, Chun Jason Xue, Qingfeng Zhuge, Jingtong Hu, Edwin H.-M. Sha
Proc. The 17th IEEE Asia and South Pacific Design Automation Conference (ASP-DAC) , Sydney, Australia, Jan. 2012.
2011
Write Activity Reduction on Non-Volatile Main Memories for Embedded Chip Multi-Processors
Jingtong Hu, Chun Jason Xue, Qingfeng Zhuge, Wei-Che Tseng, Edwin H.-M. Sha
ACM Transactions on Embedded Computing Systems (TECS), 12(3) Mar. 2011
Write Activity Minimization for Non-volatile Main Memory via Scheduling and Recomputation
Jingtong Hu, Wei-Che Tseng, Chun Jason Xue, Qingfeng Zhuge, Yingchao Zhao, Edwin H.-M. Sha
IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD) , 30(4), 584-592, April 2011.
Optimal Data Allocation for Scratch-Pad Memory on Embedded Multi-core Systems
Yibo Guo, Qingfeng Zhuge, Jingtong Hu, Meikang Qiu, Edwin H.-M. Sha
Proc. The 40th International Conference on Parallel Processing (ICPP 2011) , Taipei, Taiwan, Sept. 2011.
Towards Energy Efficient Hybrid On-chip Scratch Pad Memory with Non-Volatile Memory
Jingtong Hu, Chun Jason Xue, Qingfeng Zhuge, Wei-Che Tseng, Edwin H.-M. Sha
Proc. The 14th ACM/IEEE Design, Automation and Test in Europe (DATE 2011) , Grenoble, France, March 2011.
2010
Iterational Retiming with Partitioning: Loop Scheduling with Complete Memory Latency Hiding
Chun Jason Xue, Jingtong Hu, Zili Shao, Edwin H.-M. Sha
ACM Transactions on Embedded Computing System (TECS), 9(3), 1-26, Feb. 2010.
Minimizing Write Activities to Non-volatile Memory via Scheduling and Recomputation
Jingtong Hu, Chun Jason Xue, Wei-Che Tseng, Qingfeng Zhuge, Edwin H.-M. Sha
Proc. The 8th IEEE Symposium on Application Specific Processors (SASP 2010) , Anaheim, California, USA, June 2010.
Reducing Write Activities on Non-volatile Memories in Embedded CMPs via Data Migration and Recomputation
Jingtong Hu, Chun Jason Xue, Wei-Che Tseng, Yi He, Meikang Qiu, Edwin H.-M. Sha
Proc. The 47th IEEE/ACM Design Automation Conference (DAC 2010) , Anaheim, California, USA, June 2010.
2009
Optimizing Scheduling and Inter-cluster Connection for Application-Specific DSP Processors
Qun Cathy Xu, Chun Jason Xue, Jingtong Hu, Edwin H.-M. Sha
IEEE Transactions on Signal Processing (TSP), 57(11), 4538-4547, Nov. 2009.
Minimizing Memory Access Schedule for Memories
Jingtong Hu, Chun Jason Xue, Wei-Che Tseng, Meikang Qiu, Yingchao Zhao, Edwin H.-M. Sha
The Fifteenth International Conference on Parallel and Distributed Systems (ICPADS'09), Shenzhen, China, Dec. 8-11, 2009
Reprogramming with Minimal Transferred Data on Wireless Sensor Network
Jingtong Hu, Chun Jason Xue, Yi He, Edwin H.-M. Sha
The 6th IEEE International Conference on Mobile Ad Hoc and Sensor Systems (MASS 2009), Macau SAR, P.R.C., Oct. 12-15, 2009
2008
Minimizing Transferred Data for Code Update on Wireless Sensor Network
Jingtong Hu, Chun Jason Xue, Meikang Qiu, Wei-Che Tseng, Qun Cathy Xu, Lei Zhang, Edwin H.-M. Sha
Proc. International Conference on Wireless Algorithms, Systems and Applications (WASA08), Dallas, TX, Oct. 26-28, 2008
Loop Scheduling and Assignment to Minimize Energy while Hiding Latency for Heterogeneous Multi-Bank Memory
Meikang Qiu, J. Wu, Chun Jason Xue, Jingtong Hu, Wei-Che Tseng, Edwin H.-M. Sha
The 18th IEEE International Conference on Field Programmable Logic and Applications (FPL 08), Heidelburg, German, Sep, Aug 2008.
Address Assignment Sensitive Variable Partitioning and Scheduling for DSPs with Multiple Memory Banks
Chun Jason Xue, T. Liu, Zili Shao, Jingtong Hu, Z. Jia, W. Jia, Edwin H.-M. Sha
Proc. 2008 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2008), Las Vegas, Nevada, USA, pp 1453-1456, March 30 - April 4, 2008.