An Efficient Programming Framework for Memristor-based Neuromorphic Computing." In Proceedings Design, Automation and Test in Europe, Date, 1068-1073. Vol. 2021-February. 2021."
An electroforming-free, analog interface-type memristor based on a SrFeOx epitaxial heterojunction for neuromorphic computing." Materials Today Physics 18 (2021)."
End-to-End Detection-Segmentation System for Face Labeling." Ieee Transactions on Emerging Topics in Computational Intelligence 5, no. 3 (2021): 457-467."
ESCALATE: Boosting the efficiency of sparse CNN accelerator with kernel decomposition." In Proceedings of the Annual International Symposium on Microarchitecture, Micro, 992-1004. 2021."
Explainability Metrics of Deep Convolutional Networks for Photoplethysmography Quality Assessment." Ieee Access 9 (2021): 29736-29745."
Exploring Applications of STT-RAM in GPU Architectures." Ieee Transactions on Circuits and Systems I: Regular Papers 68, no. 1 (2021): 238-249."
FedMask: Joint Computation and Communication-Efficient Personalized Federated Learning via Heterogeneous Masking." In Sensys 2021 Proceedings of the 2021 19th Acm Conference on Embedded Networked Sensor Systems, 42-55. 2021."
FedSwap: A Federated Learning based 5G Decentralized Dynamic Spectrum Access System." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. Vol. 2021-November. 2021."
FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective." In Advances in Neural Information Processing Systems, 12613-12624. Vol. 15. 2021."
Hermes: Decentralized dynamic spectrum access system for massive devices deployment in 5g." In International Conference on Embedded Wireless Systems and Networks. 2021."
Improving Gradient Regularization using Complex-Valued Neural Networks." In International Conference on Machine Learning, Vol 139. Vol. 139. 2021."
Improving Multilevel Writes on Vertical 3-D Cross-Point Resistive Memory." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 40, no. 4 (2021): 762-775."
Improving Write Performance on Cross-Point RRAM Arrays by Leveraging Multidimensional Non-Uniformity of Cell Effective Voltage." Ieee Transactions on Computers 70, no. 4 (2021): 566-580."
Introduction of Special Issue on Hardware and Algorithms for Efficient Machine LearningΓÇôPart 1." Acm Journal on Emerging Technologies in Computing Systems 17, no. 2 (2021)."
Introduction to the Special Issue on Hardware and Algorithms for Efficient Machine Learning-Part 2." Acm Journal on Emerging Technologies in Computing Systems 17, no. 4 (2021)."
Learning to Train CNNs on Faulty ReRAM-based Manycore Accelerators." Acm Transactions on Embedded Computing Systems 20, no. 5s (2021): 1-23."
Line Art Correlation Matching Feature Transfer Network for Automatic Animation Colorization." In 2021 Ieee Winter Conference on Applications of Computer Vision (Wacv). 2021."
LotteryFL: Empower Edge Intelligence with Personalized and Communication-Efficient Federated Learning." In 6th Acm/Ieee Symposium on Edge Computing, Sec 2021, 68-79. 2021."
Marvel: A Vertical Resistive Accelerator for Low-Power Deep Learning Inference in Monolithic 3D." In Proceedings Design, Automation and Test in Europe, Date, 1240-1245. Vol. 2021-February. 2021."
Memristive LSTM Network for Sentiment Analysis." Ieee Transactions on Systems, Man, and Cybernetics: Systems 51, no. 3 (2021): 1794-1804."
Multilabel Image Classification via Feature/Label Co-Projection." Ieee Transactions on Systems, Man, and Cybernetics: Systems 51, no. 11 (2021): 7250-7259."
Multi-Objective Optimization of ReRAM Crossbars for Robust DNN Inferencing under Stochastic Noise." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. Vol. 2021-November. 2021."
NASGEM: Neural Architecture Search via Graph Embedding Method." In 35th Aaai Conference on Artificial Intelligence, Aaai 2021, 7090-7098. Vol. 8B. 2021."
Net2: A Graph Attention Network Method Customized for Pre-Placement Net Length Estimation." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 671-677. 2021."
Neuromorphic Algorithm-hardware Codesign for Temporal Pattern Learning." In Proceedings Design Automation Conference, 361-366. Vol. 2021-December. 2021."