Publications
Thwarting Replication Attack against Memristor-Based Neuromorphic Computing System." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 39, no. 10 (2020): 2192-2205.
"TIPRDC: Task-Independent Privacy-Respecting Data Crowdsourcing Framework for Deep Learning with Anonymized Intermediate Representations." In Proceedings of the Acm Sigkdd International Conference on Knowledge Discovery and Data Mining, 824-832. 2020.
"Training memristor-based multilayer neuromorphic networks with SGD, momentum and adaptive learning rates." Neural Networks : the Official Journal of the International Neural Network Society 128 (2020): 142-149.
"TRP: Trained rank pruning for efficient deep neural networks." In Ijcai International Joint Conference on Artificial Intelligence, 977-983. Vol. 2021-January. 2020.
"Adaptive granularity encoding for energy-efficient non-volatile main memory." In Proceedings Design Automation Conference. 2019.
"AdverQuil: An efficient adversarial detection and alleviation technique for black-box neuromorphic computing systems." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 557-562. 2019.
"Aging-aware Lifetime Enhancement for Memristor-based Neuromorphic Computing." In Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, Date 2019, 1751-1756. 2019.
"Bamboo: Ball-shape data augmentation against adversarial attacks from all directions." In Ceur Workshop Proceedings. Vol. 2301. 2019.
"Build reliable and efficient neuromorphic design with memristor technology." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 224-229. 2019.
"A chaotic image encryption algorithm based on 3-D bit-plane permutation." Neural Computing and Applications 31, no. 11 (2019): 7111-7130.
"A color image cryptosystem based on dynamic DNA encryption and chaos." Signal Processing 155 (2019): 44-62.
"DASNet: Dynamic activation sparsity for neural network efficiency improvement." In Proceedings International Conference on Tools With Artificial Intelligence, Ictai, 1401-1405. Vol. 2019-November. 2019.
"Defending neural backdoors via generative distribution modeling." In Advances in Neural Information Processing Systems. Vol. 32. 2019.
"On Designing Efficient and Reliable Nonvolatile Memory-Based Computing-In-Memory Accelerators." In Technical Digest International Electron Devices Meeting, Iedm. Vol. 2019-December. 2019.
"DPatch: An adversarial patch attack on object detectors." In Ceur Workshop Proceedings. Vol. 2301. 2019.
"An efficient mobile-edge collaborative system for video photorealistic style transfer." In Proceedings of the 4th Acm/Ieee Symposium on Edge Computing, Sec 2019, 344-345. 2019.
"Efficient process-in-memory architecture design for unsupervised GAN-based deep learning using ReRAM." In Proceedings of the Acm Great Lakes Symposium on Vlsi, Glsvlsi, 423-428. 2019.
"Efficiently Learning a Robust Self-Driving Model with Neuron Coverage Aware Adaptive Filter Reuse." In 2007 Ieee Workshop on Signal Processing Systems, 109-114. Vol. 2019-October. 2019.
"Enhance the robustness to time dependent variability of ReRAM-based neuromorphic computing systems with regularization and 2R synapse." In Proceedings Ieee International Symposium on Circuits and Systems. Vol. 2019-May. 2019.
"ESLAM: An energy-efficient accelerator for real-time ORB-SLAM on FPGA platform." In Proceedings Design Automation Conference. 2019.
"Exploiting spin-orbit torque devices as reconfigurable logic for circuit obfuscation." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 38, no. 1 (2019): 57-69.
"Exploration of Automatic Mixed-Precision Search for Deep Neural Networks." In Proceedings 2019 Ieee International Conference on Artificial Intelligence Circuits and Systems, Aicas 2019, 276-278. 2019.
"Exploring Bit-Slice Sparsity in Deep Neural Networks for Efficient ReRAM-Based Deployment." In Proceedings 5th Workshop on Energy Efficient Machine Learning and Cognitive Computing, Emc2 Nips 2019, 1-5. 2019.
"Faster cnns with direct sparse convolutions and guided pruning." In 5th International Conference on Learning Representations, Iclr 2017 Conference Track Proceedings. 2019.
"Feature space perturbations yield more transferable adversarial examples." In Proceedings of the Ieee Computer Society Conference on Computer Vision and Pattern Recognition, 7059-7067. Vol. 2019-June. 2019.
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