2025
IRS Assisted Decentralized Learning for Wideband Spectrum Sensing.
CoRR, April, 2025
2024
Temporal-encoded 6T-RRAM with Bidirectional Control for Future Neuromorphic Systems.
Proceedings of the 25th International Symposium on Quality Electronic Design, 2024
DRome: A Deep Learning-Based Mobile Vision System for Real-Time Range of Motion Evaluation.
Proceedings of the 10th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics, 2024
mMyoHMI: Real-Time EMG-Based Pattern Recognition with On-Device Learning Adaptation.
Proceedings of the 10th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics, 2024
2023
EffiE: Efficient Convolutional Neural Network for Real-Time EMG Pattern Recognition System on Edge Devices.
Proceedings of the 11th International IEEE/EMBS Conference on Neural Engineering, 2023
Toward Robust High-Density EMG Pattern Recognition using Generative Adversarial Network and Convolutional Neural Network.
Proceedings of the 11th International IEEE/EMBS Conference on Neural Engineering, 2023
2022
CaptorX: A Class-Adaptive Convolutional Neural Network Reconfiguration Framework.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022
Wideband Spectrum Sensing based on Collaborative Multi-Task Learning.
Proceedings of the 2022 IEEE International Conference on Communications Workshops, 2022
2021
REIN the RobuTS: Robust DNN-Based Image Recognition in Autonomous Driving Systems.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2021
DiReCtX: Dynamic Resource-Aware CNN Reconfiguration Framework for Real-Time Mobile Applications.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2021
Fed2: Feature-Aligned Federated Learning.
Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021
2020
Heterogeneous Federated Learning.
CoRR, 2020
Enabling efficient ReRAM-based neural network computing via crossbar structure adaptive optimization.
Proceedings of the ISLPED '20: ACM/IEEE International Symposium on Low Power Electronics and Design, 2020
Towards Context-aware Distributed Learning for CNN in Mobile Applications.
Proceedings of the 5th IEEE/ACM Symposium on Edge Computing, 2020
Exploring Decentralized Collaboration in Heterogeneous Edge Training.
Proceedings of the 5th IEEE/ACM Symposium on Edge Computing, 2020
DC-CNN: Computational Flow Redefinition for Efficient CNN through Structural Decoupling.
Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020
2019
Interpreting and Evaluating Neural Network Robustness.
Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019
Task-adaptive incremental learning for intelligent edge devices.
Proceedings of the 4th ACM/IEEE Symposium on Edge Computing, 2019
Functionality-Oriented Convolutional Filter Pruning.
Proceedings of the 30th British Machine Vision Conference 2019, 2019
CAPTOR: a class adaptive filter pruning framework for convolutional neural networks in mobile applications.
Proceedings of the 24th Asia and South Pacific Design Automation Conference, 2019
2018
How convolutional neural networks see the world - A survey of convolutional neural network visualization methods.
Math. Found. Comput., 2018
Distilling Critical Paths in Convolutional Neural Networks.
CoRR, 2018
Demystifying Neural Network Filter Pruning.
CoRR, 2018
Interpretable Convolutional Filter Pruning.
CoRR, 2018
How convolutional neural network see the world - A survey of convolutional neural network visualization methods.
CoRR, 2018
DiReCt: Resource-Aware Dynamic Model Reconfiguration for Convolutional Neural Network in Mobile Systems.
Proceedings of the International Symposium on Low Power Electronics and Design, 2018
2017
VoCaM: Visualization oriented convolutional neural network acceleration on mobile system: Invited paper.
Proceedings of the 2017 IEEE/ACM International Conference on Computer-Aided Design, 2017
AdaLearner: An adaptive distributed mobile learning system for neural networks.
Proceedings of the 2017 IEEE/ACM International Conference on Computer-Aided Design, 2017