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Jingtong Hu

Associate Professor
William Kepler Whiteford Faculty Fellow
Homepage Electrical and Computer Engineering

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(2021) IEEE Transactions on Computer-Aided Design Donald O. Pederson Best Paper Award.

(2020) Best Paper Award Nomination, ASP-DAC 2020.

(2019) ACM SIGDA Meritorious Service Award.

(2019) Employer Diversity Recognition Award.

(2019) Best Paper Award Nomination, CODES+ISSS 2019.

(2019) Best Paper Award Nomination, DAC 2019.

(2018) Best Paper Award Nomination, ISQED 2018.

(2017) Best Paper Award Nomination, DAC 2017.

PhD, University of Texas at Dallas, 2007 - 2013

B.E., Shandong University, 2003 - 2007

Hu, J., Zhu, Q., & Jha, S. (2021). Introduction to the Special Issue on Artificial Intelligence and Cyber-Physical Systems: Part 1. ACM Transactions on Cyber-Physical Systems, 5(4), 1-3.Association for Computing Machinery (ACM). doi: 10.1145/3471164.

Jiang, W., Lou, Q., Yan, Z., Yang, L., Hu, J., Hu, X.S., & Shi, Y. (2021). Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators. IEEE TRANSACTIONS ON COMPUTERS, 70(4), 595-605.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TC.2020.2991575.

Li, Y., Gao, Y., Shao, M., Tonecha, J.T., Wu, Y., Hu, J., & Lee, I. (2021). Implementation of Multi-Exit Neural-Network Inferences for an Image-Based Sensing System with Energy Harvesting. Journal of Low Power Electronics and Applications, 11(3), 34.MDPI AG. doi: 10.3390/jlpea11030034.

Wu, Y., Jia, Z., Fang, F., & Hu, J. (2021). Cooperative Communication Between Two Transiently Powered Sensor Nodes by Reinforcement Learning. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 1.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/tcad.2021.3054329.

Xu, X., Zhang, X., Yu, B., Hu, X.S., Rowen, C., Hu, J., & Shi, Y. (2021). DAC-SDC Low Power Object Detection Challenge for UAV Applications. IEEE Trans Pattern Anal Mach Intell, 43(2), 392-403.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TPAMI.2019.2932429.

Zhang, X., Wu, Y., Zhou, P., Tang, X., & Hu, J. (2021). Algorithm-hardware Co-design of Attention Mechanism on FPGA Devices. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 20(5), 1-24.Association for Computing Machinery (ACM). doi: 10.1145/3477002.

Clark, R.M., Dickerson, S., Bedewy, M., Chen, K.P., Dallal, A., Gomez, A., Hu, J., Kerestes, R., & Luangkesorn, L. (2020). Social-Driven Propagation of Active Learning and Associated Scholarship Activity in Engineering: A Case Study. INTERNATIONAL JOURNAL OF ENGINEERING EDUCATION, 36(5), 1667-1680.

Jiang, W., Yang, L., Dasgupta, S., Hu, J., & Shi, Y. (2020). Standing on the Shoulders of Giants: Hardware and Neural Architecture Co-Search With Hot Start. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 39(11), 4154-4165.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2020.3012863.

Jiang, W., Yang, L., Sha, E.H.M., Zhuge, Q., Gu, S., Dasgupta, S., Shi, Y., & Hu, J. (2020). Hardware/Software Co-Exploration of Neural Architectures. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 39(12), 4805-4815.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2020.2986127.

Liu, K., Zhao, M., Ju, L., Jia, Z., Hu, J., & Xue, C.J. (2020). Applying Multiple Level Cell to Non-volatile FPGAs. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 19(4), 1-22.Association for Computing Machinery (ACM). doi: 10.1145/3400885.

Qiu, K., Li, Q., Hu, J., Zhang, W., & Xue, C.J. (2020). Write Mode Aware Loop Tiling for High-Performance Low-Power Volatile PCM in Embedded Systems. In Smart Sensors and Systems. (pp. 171-198).Springer International Publishing. doi: 10.1007/978-3-030-42234-9_10.

Wang, Y., Liu, J., & Hu, J. (2020). Communication-Aware Task Scheduling for Energy-Harvesting Nonvolatile Processors. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 28(8), 1796-1806.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TVLSI.2020.2978543.

Zhang, X., Patterson, C., Liu, Y., Yang, C., Xue, C.J., & Hu, J. (2020). Low Overhead Online Data Flow Tracking for Intermittently Powered Non-Volatile FPGAs. ACM Journal on Emerging Technologies in Computing Systems, 16(3), 1-20.Association for Computing Machinery (ACM). doi: 10.1145/3371392.

Chang, Y.H., Hu, J., Tahoori, M.B., & DeMara, R.F. (2019). Guest Editorial: IEEE Transactions on Computers Special Section on Emerging Non-Volatile Memory Technologies: From Devices to Architectures and Systems. IEEE Transactions on Computers, 68(8), 1111-1113.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/tc.2019.2923033.

Fu, C., Liu, Q., Wu, P., Li, M., Xue, C.J., Zhao, Y., Hu, J., & Han, S. (2019). Real-Time Data Retrieval in Cyber-Physical Systems with Temporal Validity and Data Availability Constraints. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 31(9), 1779-1793.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TKDE.2018.2866842.

Jiang, W., Sha, E.H.M., Zhuge, Q., Yang, L., Chen, X., & Hu, J. (2019). On the Design of Time-Constrained and Buffer-Optimal Self-Timed Pipelines. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 38(8), 1515-1528.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2018.2846642.

Li, F., Qiu, K., Zhao, M., Hu, J., Liu, Y., Guan, Y., & Xue, C.J. (2019). Checkpointing-Aware Loop Tiling for Energy Harvesting Powered Nonvolatile Processors. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 38(1), 15-28.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2018.2803624.

Pan, C., Xie, M., Han, S., Mao, Z.H., & Hu, J. (2019). Modeling and Optimization for Self-powered Non-volatile IoT Edge Devices with Ultra-low Harvesting Power. ACM Transactions on Cyber-Physical Systems, 3(3), 1-26.Association for Computing Machinery (ACM). doi: 10.1145/3324609.

Xie, M., Pan, C., Zhang, Y., Hu, J., Liu, Y., & Xue, C.J. (2019). A Novel STT-RAM-Based Hybrid Cache for Intermittently Powered Processors in IoT Devices. IEEE MICRO, 39(1), 24-32.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/MM.2018.2890257.

Jiang, W., Sha, E.H.M., Zhuge, Q., Yang, L., Chen, X., & Hu, J. (2018). Heterogeneous FPGA-Based Cost-Optimal Design for Timing-Constrained CNNs. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 37(11), 2542-2554.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2018.2857098.

Ju, L., Sui, X., Li, S., Zhao, M., Xue, C.J., Hu, J., & Jia, Z. (2018). NVM-Based FPGA Block RAM With Adaptive SLC-MLC Conversion. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 37(11), 2661-2672.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/tcad.2018.2857261.

Li, J., Liu, Y., Li, H., Yuan, Z., Fu, C., Yue, J., Feng, X., Xue, C.J., Hu, J., & Yang, H. (2018). PATH: Performance-Aware Task Scheduling for Energy-Harvesting Nonvolatile Processors. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 26(9), 1671-1684.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TVLSI.2018.2825605.

Luo, H., Liu, Q., Hu, J., Li, Q., Shi, L., Zhuge, Q., & Sha, E.H.M. (2018). Write Energy Reduction for PCM via Pumping Efficiency Improvement. ACM TRANSACTIONS ON STORAGE, 14(3), 1-21.Association for Computing Machinery (ACM). doi: 10.1145/3200139.

Pan, C., Xie, M., & Hu, J. (2018). ENZYME: An Energy-Efficient Transient Computing Paradigm for Ultralow Self-Powered IoT Edge Devices. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 37(11), 2440-2450.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2018.2858478.

Xie, M., Li, S., Glova, A.O., Hu, J., & Xie, Y. (2018). Securing Emerging Nonvolatile Main Memory With Fast and Energy-Efficient AES In-Memory Implementation. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 26(11), 2443-2455.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TVLSI.2018.2865133.

Xie, M., Pan, C., Zhao, M., Liu, Y., Xue, C.J., & Hu, J. (2018). Avoiding Data Inconsistency in Energy Harvesting Powered Embedded Systems. ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 23(3), 1-25.Association for Computing Machinery (ACM). doi: 10.1145/3182170.

Chen, R., Wang, Y., Hu, J., Liu, D., Shao, Z., & Guan, Y. (2017). vFlash: Virtualized Flash for Optimizing the I/O Performance in Mobile Devices. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 36(7), 1203-1214.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2016.2618881.

Ding, C., Liu, N., Wang, Y., Heidari, S., Hu, J., Li, J., & Liu, Y. (2017). Multisource Indoor Energy Harvesting for Nonvolatile Processors. IEEE DESIGN & TEST, 34(3), 42-49.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/MDAT.2017.2682242.

Guo, J., Wen, W., Hu, J., Wang, D., Li, H., & Chen, Y. (2017). FlexLevel NAND Flash Storage System Design to Reduce LDPC Latency. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 36(7), 1167-1180.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2016.2619480.

Pan, C., Xie, M., Yang, C., Chen, Y., & Hu, J. (2017). Exploiting Multiple Write Modes of Nonvolatile Main Memory in Embedded Systems. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 16(4), 1-26.Association for Computing Machinery (ACM). doi: 10.1145/3063130.

Yuan, Z., Liu, Y., Li, J., Hu, J., Xue, C.J., & Yang, H. (2017). CP-FPGA: Energy-Efficient Nonvolatile FPGA With Offline/Online Checkpointing Optimization. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 25(7), 2153-2163.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TVLSI.2017.2680464.

Zhao, M., Fu, C., Li, Z., Li, Q., Xie, M., Liu, Y., Hu, J., Jia, Z., & Xue, C.J. (2017). Stack-Size Sensitive On-Chip Memory Backup for Self-Powered Nonvolatile Processors. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 36(11), 1804-1816.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/tcad.2017.2666606.

Zhao, M., Xue, Y., Hu, J., Yang, C., Liu, T., Jia, Z., & Xue, C.J. (2017). State Asymmetry Driven State Remapping in Phase Change Memory. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 36(1), 27-40.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2016.2561408.

Chen, R., Wang, Y., Hu, J., Liu, D., Shao, Z., & Guan, Y. (2016). Image-Content-Aware I/O Optimization for Mobile Virtualization. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 16(1), 1-24.Association for Computing Machinery (ACM). doi: 10.1145/2950059.

Gu, S., Sha, E.H.M., Zhuge, Q., Chen, Y., & Hu, J. (2016). A Time, Energy, and Area Efficient Domain Wall Memory-Based SPM for Embedded Systems. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 35(12), 2008-2017.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/tcad.2016.2547903.

Gu, S., Zhuge, Q., Yi, J., Hu, J., & Sha, E.H.M. (2016). Data Allocation with Minimum Cost under Guaranteed Probability for Multiple Types of Memories. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 84(1), 151-162.Springer Science and Business Media LLC. doi: 10.1007/s11265-015-0985-5.

Pan, C., Gu, S., Xie, M., Liu, Y., Xue, C.J., & Hu, J. (2016). Wear-Leveling Aware Page Management for Non-Volatile Main Memory on Embedded Systems. IEEE Transactions on Multi-Scale Computing Systems, 2(2), 129-142.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/tmscs.2016.2525999.

Qiu, K., Li, Q., Hu, J., Zhang, W., & Xue, C.J. (2016). Write Mode Aware Loop Tiling for High Performance Low Power Volatile PCM in Embedded Systems. IEEE TRANSACTIONS ON COMPUTERS, 65(7), 2313-2324.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TC.2015.2479605.

Zhang, Y., Zhang, X., Hu, J., Nan, J., Zheng, Z., Zhang, Z.Zhang, Y., Vernier, N., Ravelosona, D., & Zhao, W. (2016). Ring-shaped Racetrack memory based on spin orbit torque driven chiral domain wall motions. SCIENTIFIC REPORTS, 6(1), 35062.Springer Science and Business Media LLC. doi: 10.1038/srep35062.

Gu, S., Zhuge, Q., Yi, J., Hu, J., & Sha, E.H.M. (2015). Optimizing Task and Data Assignment on Multi-Core Systems with Multi-Port SPMs. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 26(9), 2549-2560.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TPDS.2014.2356194.

Hu, J., Xie, M., Pan, C., Xue, C.J., Zhuge, Q., & Sha, E.H.M. (2015). Low Overhead Software Wear Leveling for Hybrid PCM plus DRAM Main Memory on Embedded Systems. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 23(4), 654-663.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TVLSI.2014.2321571.

Yi, J., Zhuge, Q., Hu, J., Gu, S., Qin, M., & Sha, E.H.M. (2015). Reliability-Guaranteed Task Assignment and Scheduling for Heterogeneous Multiprocessors Considering Timing Constraint. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 81(3), 359-375.Springer Science and Business Media LLC. doi: 10.1007/s11265-014-0958-0.

Hu, J., Zhuge, Q., Xue, C.J., Tseng, W.C., & Sha, E.H.M. (2014). Management and Optimization for Nonvolatile Memory-Based Hybrid Scratchpad Memory on Multicore Embedded Processors. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 13(4), 1-25.Association for Computing Machinery (ACM). doi: 10.1145/2560019.

Hu, J., Zhuge, Q., Xue, C.J., Tseng, W.C., Gu, S., & Sha, E.H.M. (2014). Scheduling to Optimize Cache Utilization for Non-Volatile Main Memories. IEEE TRANSACTIONS ON COMPUTERS, 63(8), 2039-2051.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TC.2013.11.

Liu, J., Zhuge, Q., Gu, S., Hu, J., Zhu, G., & Sha, E.H.M. (2014). Minimizing System Cost with Efficient Task Assignment on Heterogeneous Multicore Processors Considering Time Constraint. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 25(8), 2101-2113.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TPDS.2013.312.

Long, L., Liu, D., Hu, J., Gu, S., Zhuge, Q., & Sha, E.H.M. (2014). A space allocation and reuse strategy for PCM-based embedded systems. JOURNAL OF SYSTEMS ARCHITECTURE, 60(8), 655-667.Elsevier BV. doi: 10.1016/j.sysarc.2014.07.002.

Sun, Q., Zhuge, Q., Hu, J., Yi, J., & Sha, E.H.M. (2014). Efficient grouping-based mapping and scheduling on heterogeneous cluster architectures. COMPUTERS & ELECTRICAL ENGINEERING, 40(5), 1604-1620.Elsevier BV. doi: 10.1016/j.compeleceng.2014.03.009.

Xu, Y., Li, K., Hu, J., Li, K. (2014). A genetic algorithm for task scheduling on heterogeneous computing systems using multiple priority queues. INFORMATION SCIENCES, 270, 255-287.Elsevier BV. doi: 10.1016/j.ins.2014.02.122.

Du, J., Wang, Y., Zhuge, Q., Hu, J., & Sha, E.H.M. (2013). Efficient Loop Scheduling for Chip Multiprocessors with Non-Volatile Main Memory. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 71(3), 261-273.Springer Science and Business Media LLC. doi: 10.1007/s11265-012-0703-5.

Guo, Y., Zhuge, Q., Hu, J., Yi, J., Qiu, M., & Sha, E.H.M. (2013). Data Placement and Duplication for Embedded Multicore Systems With Scratch Pad Memory. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 32(6), 809-817.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2013.2238990.

Hu, J., He, Y., Zhuge, Q., Sha, E.H.M., Xue, C.J., & Zhao, Y. (2013). Minimizing accumulative memory load cost on multi-core DSPs with multi-level memory. JOURNAL OF SYSTEMS ARCHITECTURE, 59(7), 389-399.Elsevier BV. doi: 10.1016/j.sysarc.2013.05.003.

Hu, J., Xue, C.J., Qiu, M., Tseng, W.C., & Sha, E.H.M. (2013). Algorithms to Minimize Data Transfer for Code Update on Wireless Sensor Network. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 71(2), 143-157.Springer Science and Business Media LLC. doi: 10.1007/s11265-012-0689-z.

Hu, J., Xue, C.J., Zhuge, Q., Tseng, W.C., & Sha, E.H.M. (2013). Write Activity Reduction on Non-Volatile Main Memories for Embedded Chip Multiprocessors. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 12(3), 1-27.Association for Computing Machinery (ACM). doi: 10.1145/2442116.2442127.

Hu, J., Xue, C.J., Zhuge, Q., Tseng, W.C., & Sha, E.H.M. (2013). Data Allocation Optimization for Hybrid Scratch Pad Memory With SRAM and Nonvolatile Memory. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 21(6), 1094-1102.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TVLSI.2012.2202700.

Mei, J., Li, K., Hu, J., Yin, S., & Sha, E.H.M. (2013). Energy-aware preemptive scheduling algorithm for sporadic tasks on DVS platform. MICROPROCESSORS AND MICROSYSTEMS, 37(1), 99-112.Elsevier BV. doi: 10.1016/j.micpro.2012.11.002.

Hu, J., Xue, C.J., Tseng, W.C., Zhuge, Q., Zhao, Y., & Sha, E.H.M. (2012). Memory access schedule minimization for embedded systems. JOURNAL OF SYSTEMS ARCHITECTURE, 58(1), 48-59.Elsevier BV. doi: 10.1016/j.sysarc.2011.10.002.

Zhang, D., Liao, X., Qiu, M., Hu, J., & Sha, E.H.M. (2012). Randomized execution algorithms for smart cards to resist power analysis attacks. JOURNAL OF SYSTEMS ARCHITECTURE, 58(10), 426-438.Elsevier BV. doi: 10.1016/j.sysarc.2012.08.004.

Zhuge, Q., Guo, Y., Hu, J., Tseng, W.C., Xue, C.J., & Sha, E.H.M. (2012). Minimizing Access Cost for Multiple Types of Memory Units in Embedded Systems Through Data Allocation and Scheduling. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 60(6), 3253-3263.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TSP.2012.2189768.

Hu, J., Tseng, W.C., Xue, C.J., Zhuge, Q., Zhao, Y., & Sha, E.H.M. (2011). Write Activity Minimization for Nonvolatile Main Memory Via Scheduling and Recomputation. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 30(4), 584-592.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TCAD.2010.2097307.

Tseng, W.C., Hu, J., Zhuge, Q., He, Y., & Sha, E.M. (2010). Algorithms for Optimally Arranging Multicore Memory Structures. EURASIP Journal on Embedded Systems, 2010(1), 871510.Springer Science and Business Media LLC. doi: 10.1155/2010/871510.

Xue, C.J., Hu, J., Shao, Z., & Sha, E. (2010). Iterational Retiming with Partitioning: Loop Scheduling with Complete Memory Latency Hiding. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 9(3), 1-26.Association for Computing Machinery (ACM). doi: 10.1145/1698772.1698780.

Xu, C.Q., Xue, C.J., Hu, J., & Sha, E.H.M. (2009). Optimizing Scheduling and Intercluster Connection for Application-Specific DSP Processors. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 57(11), 4538-4547.Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/TSP.2009.2024870.

Zhuge, Q., Xue, C.J., Qiu, M., Hu, J., & Sha, E.H.M. (2008). Timing optimization via nest-loop pipelining considering code size. MICROPROCESSORS AND MICROSYSTEMS, 32(7), 351-363.Elsevier BV. doi: 10.1016/j.micpro.2008.02.002.

Jia, Z., Shi, Y., Saba, S., & Hu, J. (2021). On-device Prior Knowledge Incorporated Learning for Personalized Atrial Fibrillation Detection. In ACM Transactions on Embedded Computing Systems, 20(5s), (pp. 1-25).Association for Computing Machinery (ACM). doi: 10.1145/3476987.

Li, Y., Wu, Y., Zhang, X., Hamed, E., Hu, J., & Lee, I. (2021). Developing a miniature energy-harvesting-powered edge device with multi-exit neural network. In Proceedings - IEEE International Symposium on Circuits and Systems, 2021-May. doi: 10.1109/ISCAS51556.2021.09401799.

Wang, Z., Wu, Y., Jia, Z., Shi, Y., & Hu, J. (2021). Lightweight Run-Time Working Memory Compression for Deployment of Deep Neural Networks on Resource-Constrained MCUs. In Proceedings of the 26th Asia and South Pacific Design Automation Conference, (pp. 607-614).ACM. doi: 10.1145/3394885.3439194.

Zhang, X., Wu, Y., Zhou, P., Tang, X., & Hu, J. (2021). Algorithm-hardware Co-design of Attention Mechanism on FPGA Devices. In ACM Transactions on Embedded Computing Systems, 20(5s). doi: 10.1145/347702.

Jia, Z., Wang, Z., Hong, F., Ping, L., Shi, Y., & Hu, J. (2020). Personalized deep learning for ventricular arrhythmias detection on medical IoT systems. In Proceedings of the 39th International Conference on Computer-Aided Design, 2020-November.ACM. doi: 10.1145/3400302.3415774.

Qiu, K., Zhao, M., Jia, Z., Hu, J., Xue, C.J., Ma, K., Li, X., Liu, Y., & Narayanan, V. (2020). Design Insights of Non-volatile Processors and Accelerators in Energy Harvesting Systems. In Proceedings of the 2020 on Great Lakes Symposium on VLSI, (pp. 369-374).ACM. doi: 10.1145/3386263.3407596.

Wu, Y., Wang, Z., Jia, Z., Shi, Y., & Hu, J. (2020). Intermittent Inference with Nonuniformly Compressed Multi-Exit Neural Network for Energy Harvesting Powered Devices. In 2020 57th ACM/IEEE Design Automation Conference (DAC), 2020-July.IEEE. doi: 10.1109/dac18072.2020.9218526.

Wu, Y., Wang, Z., Shi, Y., & Hu, J. (2020). Enabling On-Device CNN Training by Self-Supervised Instance Filtering and Error Map Pruning. In IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 39(11), (pp. 3445-3457).Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/tcad.2020.3012216.

Yang, L., Jiang, W., Liu, W., Sha, E.H.M., Shi, Y., & Hu, J. (2020). Co-Exploring Neural Architecture and Network-on-Chip Design for Real-Time Artificial Intelligence. In 2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 2020-January, (pp. 85-90).IEEE. doi: 10.1109/asp-dac47756.2020.9045595.

Zhang, X., Jiang, W., & Hu, J. (2020). Achieving Full Parallelism in LSTM via a Unified Accelerator Design. In 2020 IEEE 38th International Conference on Computer Design (ICCD), 2020-October, (pp. 469-477).IEEE. doi: 10.1109/iccd50377.2020.00086.

Jia, Z., Wu, Y., & Hu, J. (2019). Q-learning based routing for transiently powered wireless sensor network. In Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis Companion.ACM. doi: 10.1145/3349567.3351732.

Jiang, W., Sha, E.H.M., Zhang, X., Yang, L., Zhuge, Q., Shi, Y., & Hu, J. (2019). Achieving Super-Linear Speedup across Multi-FPGA for Real-Time DNN Inference. In ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 18(5), (pp. 1-23).Association for Computing Machinery (ACM). doi: 10.1145/3358192.

Jiang, W., Zhang, X., Sha, E.H.M., Yang, L., Zhuge, Q., Shi, Y., & Hu, J. (2019). Accuracy vs. Efficiency. In Proceedings of the 56th Annual Design Automation Conference 2019.ACM. doi: 10.1145/3316781.3317757.

Wu, Y., Jia, Z., Fang, F., & Hu, J. (2019). Cooperative communication between two transiently powered sensors by reinforcement learning. In Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis Companion.ACM. doi: 10.1145/3349567.3351723.

Xie, M., Wu, Y., Jia, Z., & Hu, J. (2019). In-memory AES Implementation for Emerging Non-Volatile Main Memory. In 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2019-July, (p. 103).IEEE. doi: 10.1109/isvlsi.2019.00027.

Zhang, X., Jiang, W., Shi, Y., & Hu, J. (2019). When Neural Architecture Search Meets Hardware Implementation: from Hardware Awareness to Co-Design. In 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2019-July, (pp. 25-30).IEEE. doi: 10.1109/isvlsi.2019.00014.

Ma, X., Zhang, Y., Yuan, G., Ren, A., Li, Z., Han, J., Hu, J., & Wang, Y. (2018). An area and energy efficient design of domain-wall memory-based deep convolutional neural networks using stochastic computing. In 2018 19th International Symposium on Quality Electronic Design (ISQED), 2018-March, (pp. 314-321).IEEE. doi: 10.1109/isqed.2018.8357306.

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