Full list of publications can be found from Google Scholar .
Recent Publications:
Autotile: Autonomous Task-tiling for Deep Inference on Battery-less Embedded System
J Banerjee, S Islam, W Wei, C Pan, M Xie
Proceedings of the Great Lakes Symposium on VLSI 2024 (GLSVLSI), 323-327, 2024
Deep Learning Based IoT System for Real-time Traffic Risk Notifications
S Islam, S Klupka, R Mohammadi, YF Jin, M Xie
2024 25th International Symposium on Quality Electronic Design (ISQED), 1-6, 2024
Intelligent Networking for Energy Harvesting Powered IoT Systems
W Zhang, C Pan, T Liu, J Zhang, M Sookhak, M Xie
ACM Transactions on Sensor Networks (TOSN) 20 (2), 1-31, 2024
ELIXIR: An Expedient Connection Paradigm for Self-Powered IoT Devices
C Pan, W Zhang, Y Wang, M Xie
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2023
A Deep Learning Approach for Ventricular Arrhythmias Classification Using Microcontroller
Y Agrignan, S Zhou, J Bai, S Islam, S Nabavi, M Xie, C Ding
2023 24th International Symposium on Quality Electronic Design (ISQED), 1-5, 2023
Y Zhang, J Xu, M Xie, D Zhu, H Song, W Wang
IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE), 2023
Virtual Summer Camp for High School Students with Disabilities-An Experience Report
W Wang, KB Ewoldt, M Xie, AM Mestas-Nuñez, S Soderman, J Wang
Proceedings of the 54th ACM Technical Symposium on Computer Science Education V. 1, 2023
Dynamic sparse training via balancing the exploration-exploitation trade-off
S Huang, B Lei, D Xu, H Peng, Y Sun, M Xie, C Ding
Proceedings of the 60th ACM/IEEE Design Automation Conference (DAC), 2023
PPG-based Heart Rate Estimation with Efficient Sensor Sampling and Learning Models
Y Zhang, J Xu, M Xie, W Wang, K Ye, J Wang, D Zhu
2022 IEEE 24th Int Conf on High Performance Computing & Communications; 8th Int Conf on Data Science & Systems; 20th Int Conf on Smart City; 8th Int Conf on Dependability in Sensor, Cloud & Big Data Systems & Application (HPCC/DSS/SmartCity/DependSys), 2022
EVE: Environmental Adaptive Neural Network Models for Low-power Energy Harvesting System
S Islam, S Zhou, R Ran, YF Jin, W Wen, C Ding, M Xie
Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2022
Sparse progressive distillation: Resolving overfitting under pretrain-and-finetune paradigm
S Huang, D Xu, IEH Yen, S Chang, B Li, S Chen, M Xie, H Liu, C Ding
Annual Meeting of the Association for Computational Linguistics (ACL), 1-11, 2022
Deep learning tackles temporal predictions on charging loads of electric vehicles
E Cadete, R Alva, A Zhang, C Ding, M Xie, S Ahmed, Y Jin
2022 IEEE Energy Conversion Congress and Exposition (ECCE), 1-6, 2022
Sparsity-aware intelligent spatiotemporal data sensing for energy harvesting IoT system
W Zhang, M Xie, C Scott, C Pan
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 41(11), 4492-4503, 2022
Enabling fast deep learning on tiny energy-harvesting IoT devices
S Islam, J Deng, S Zhou, C Pan, C Ding, M Xie
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 921-926, 2022
W Zhang, J Zhang, M Xie, T Liu, W Wang, C Pan
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 316-321, 2022
W Zhang, T Liu, M Xie, L Li, D Kar, C Pan
2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC), 562-567, 2022
Memory-aware efficient deep learning mechanism for iot devices
J Banerjee, S Islam, W Wei, C Pan, D Zhu, M Xie
IEEE 32nd International Conference on Application-specific Systems, Architectures and Processors (ASAP), 187-194, 2021
Binary complex neural network acceleration on fpga
H Peng, S Zhou, S Weitze, J Li, S Islam, T Geng, A Li, W Zhang, M Song, ...
IEEE 32nd International Conference on Application-specific Systems, Architectures and Processors (ASAP), 85-92, 2021
Prediction of electric vehicles charging load using long short-term memory model
E Cadete, C Ding, M Xie, S Ahmed, YF Jin
Tran-SET, 52-58, 2021
W Zhang, T Liu, M Xie, J Zhang, C Pan
2021 22nd International Symposium on Quality Electronic Design (ISQED), 129-134, 2021
An end-to-end multi-task object detection using embedded gpu in autonomous driving
S Zhou, M Xie, Y Jin, F Miao, C Ding
2021 22nd International Symposium on Quality Electronic Design (ISQED), 122-128, 2021
S Palanisamy, M Xie
2020 11th International Green and Sustainable Computing Workshops (IGSC), 1-8, 2020
Ftrans: energy-efficient acceleration of transformers using fpga
B Li, S Pandey, H Fang, Y Lyv, J Li, J Chen, M Xie, L Wan, H Liu, C Ding
Proceedings of the ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), 175-180, 2020
C Pan, M Xie, S Han, ZH Mao, J Hu
ACM Transactions on Cyber-Physical Systems (ACM TCPS), 3 (3), 1-26, 2019
A novel STT-RAM-based hybrid cache for intermittently powered processors in IoT devices
M Xie, C Pan, Y Zhang, J Hu, Y Liu, CJ Xue
IEEE Micro 39 (1), 24-32, 2018
ENZYME: An energy-efficient transient computing paradigm for ultralow self-powered IoT edge devices
C Pan, M Xie, J Hu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 37(11), 2440-2450, 2018
M Xie, S Li, AO Glova, J Hu, Y Xie
IEEE Transactions on Very Large Scale Integration (VLSI) Systems (IEEE TVLSI), 26(11), 2443-2455, 2018