Publications
DISENTANGLING PROTOTYPE AND VARIATION FOR SINGLE SAMPLE FACE RECOGNITION." In Proceedings Ieee International Conference on Multimedia and Expo. 2021.
"Dynamic Regularization on Activation Sparsity for Neural Network Efficiency Improvement." Acm Journal on Emerging Technologies in Computing Systems 17, no. 4 (2021).
"Editorial Special Issue for 50th Birthday of Memristor Theory and Application of Neuromorphic Computing Based on Memristor - Part II." Ieee Transactions on Circuits and Systems I: Regular Papers 68, no. 12 (2021): 4835-4836.
"Editorial Special Issue for 50th Birthday of Memristor Theory and Application of Neuromorphic Computing Based on Memristor - Part i." Ieee Transactions on Circuits and Systems I: Regular Papers 68, no. 11 (2021): 4417-4418.
"An Efficient 3D ReRAM Convolution Processor Design for Binarized Weight Networks." Ieee Transactions on Circuits and Systems Ii: Express Briefs 68, no. 5 (2021): 1600-1604.
"An efficient approach for encrypting double color images into a visually meaningful cipher image using 2D compressive sensing." Information Sciences 556 (2021): 305-340.
"Efficient AUTOSAR-Compliant CAN-FD Frame Packing with Observed Optimality." In Proceedings Design, Automation and Test in Europe, Date, 1899-1904. Vol. 2021-February. 2021.
"Efficient FPGA Implementation of a Convolutional Neural Network for Radar Signal Processing." In 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021. 2021.
"Efficient neural network using pointwise convolution kernels with linear phase constraint." Neurocomputing 423 (2021): 572-579.
"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.
"The Fifth International Workshop on Automation in Machine Learning." In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining. 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.
"Heterogeneous Manycore Architectures Enabled by Processing-in-Memory for Deep Learning: From CNNs to GNNs." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. Vol. 2021-November. 2021.
"Improving Gradient Regularization using Complex-Valued Neural Networks." In Proceedings of Machine Learning Research, 11953-11963. 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).
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