Publications

Wen, S., H. Wei, Z. Yan, Z. Guo, Y. Yang, T. Huang, and Y. Chen. “Memristor-Based Design of Sparse Compact Convolutional Neural Network.” IEEE Transactions on Network Science and Engineering 7, no. 3 (July 1, 2020): 1431–40. https://doi.org/10.1109/TNSE.2019.2934357.

Wu, C., B. Ni, and H. Li. “Redistributing and Re-Stylizing Features for Training a Fast Photorealistic Stylizer.” In Proceedings of the International Joint Conference on Neural Networks, 2020. https://doi.org/10.1109/IJCNN48605.2020.9207095.

Dai, P., J. Yang, X. Ye, X. Cheng, J. Luo, L. Song, Y. Chen, and W. Zhao. “SparseTrain: Exploiting dataflow sparsity for efficient convolutional neural networks training.” In Proceedings - Design Automation Conference, Vol. 2020-July, 2020. https://doi.org/10.1109/DAC18072.2020.9218710.

Zheng, Q., Z. Wang, Z. Feng, B. Yan, Y. Cai, R. Huang, Y. Chen, C. L. Yang, and H. H. Li. “Lattice: An ADC/DAC-less ReRAM-based processing-in-memory architecture for accelerating deep convolution neural networks.” In Proceedings - Design Automation Conference, Vol. 2020-July, 2020. https://doi.org/10.1109/DAC18072.2020.9218590.

Li, Z., B. Yan, and H. H. Li. “ReSiPE: ReRAM-based single-spiking processing-in-memory engine.” In Proceedings - Design Automation Conference, Vol. 2020-July, 2020. https://doi.org/10.1109/DAC18072.2020.9218578.

Song, C., H. P. Cheng, H. Yang, S. Li, C. Wu, Q. Wu, and H. Li. “Adversarial Attack: A New Threat to Smart Devices and How to Defend It.” IEEE Consumer Electronics Magazine 9, no. 4 (July 1, 2020): 49–55. https://doi.org/10.1109/MCE.2020.2969150.

Chai, X., H. Wu, Z. Gan, Y. Zhang, and Y. Chen. “Hiding cipher-images generated by 2-D compressive sensing with a multi-embedding strategy.” Signal Processing 171 (June 1, 2020). https://doi.org/10.1016/j.sigpro.2020.107525.

Chai, X., X. Zheng, Z. Gan, and Y. Chen. “Exploiting plaintext-related mechanism for secure color image encryption.” Neural Computing and Applications 32, no. 12 (June 1, 2020): 8065–88. https://doi.org/10.1007/s00521-019-04312-8.

Yang, H., M. Tang, W. Wen, F. Yan, D. Hu, A. Li, H. Li, and Y. Chen. “Learning low-rank deep neural networks via singular vector orthogonality regularization and singular value sparsification.” In IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2020-June:2899–2908, 2020. https://doi.org/10.1109/CVPRW50498.2020.00347.

Zhang, J., J. Huang, M. Deisher, H. Li, and Y. Chen. “Structural sparsification for far-field speaker recognition with intel R GNA.” In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2020-May:3037–41, 2020. https://doi.org/10.1109/ICASSP40776.2020.9054569.

Wang, S., Y. Cao, T. Huang, Y. Chen, and S. Wen. “Event-triggered distributed control for synchronization of multiple memristive neural networks under cyber-physical attacks.” Information Sciences 518 (May 1, 2020): 361–75. https://doi.org/10.1016/j.ins.2020.01.022.

Challapalle, N., S. Rampalli, L. Song, N. Chandramoorthy, K. Swaminathan, J. Sampson, Y. Chen, and V. Narayanan. “GaaS-X: Graph Analytics Accelerator Supporting Sparse Data Representation using Crossbar Architectures.” In Proceedings - International Symposium on Computer Architecture, 2020-May:433–45, 2020. https://doi.org/10.1109/ISCA45697.2020.00044.

Chai, X., X. Fu, Z. Gan, Y. Zhang, Y. Lu, and Y. Chen. “An efficient chaos-based image compression and encryption scheme using block compressive sensing and elementary cellular automata.” Neural Computing and Applications 32, no. 9 (May 1, 2020): 4961–88. https://doi.org/10.1007/s00521-018-3913-3.

Jia, X., J. Yang, P. Dai, R. Liu, Y. Chen, and W. Zhao. “SPINBIS: Spintronics-based Bayesian inference system with stochastic computing.” IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 39, no. 4 (April 1, 2020): 789–802. https://doi.org/10.1109/TCAD.2019.2897631.

Inkawhich, N., E. Davis, U. Majumder, C. Capraro, and Y. Chen. “Advanced techniques for robust SAR ATR: Mitigating noise and phase errors.” In 2020 IEEE International Radar Conference, RADAR 2020, 844–49, 2020. https://doi.org/10.1109/RADAR42522.2020.9114784.

Zhang, G., B. Li, J. Wu, R. Wang, Y. Lan, L. Sun, S. Lei, H. Li, and Y. Chen. “A low-cost and high-speed hardware implementation of spiking neural network.” Neurocomputing 382 (March 21, 2020): 106–15. https://doi.org/10.1016/j.neucom.2019.11.045.

Sun, B., S. Wen, S. Wang, T. Huang, Y. Chen, and P. Li. “Quantized synchronization of memristive neural networks with time-varying delays via super-twisting algorithm.” Neurocomputing 380 (March 7, 2020): 133–40. https://doi.org/10.1016/j.neucom.2019.11.003.

Wang, Y., F. Chen, L. Song, C. J. Richard Shi, H. H. Li, and Y. Chen. “ReBoc: Accelerating Block-Circulant Neural Networks in ReRAM.” In Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, 1472–77, 2020. https://doi.org/10.23919/DATE48585.2020.9116422.

Joardar, B. K., N. Kannappan Jayakodi, J. R. Doppa, H. Li, P. P. Pande, and K. Chakrabarty. “GRAMARCH: A GPU-ReRAM based Heterogeneous Architecture for Neural Image Segmentation.” In Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, 228–33, 2020. https://doi.org/10.23919/DATE48585.2020.9116273.

Zhang, S., B. Li, H. H. Li, and U. Schlichtmann. “A Pulse-width Modulation Neuron with Continuous Activation for Processing-In-Memory Engines.” In Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, 1426–31, 2020. https://doi.org/10.23919/DATE48585.2020.9116323.

Chen, Y., Y. Xie, L. Song, F. Chen, and T. Tang. “A Survey of Accelerator Architectures for Deep Neural Networks.” Engineering 6, no. 3 (March 1, 2020): 264–74. https://doi.org/10.1016/j.eng.2020.01.007.

Song, L., F. Chen, Y. Zhuo, X. Qian, H. Li, and Y. Chen. “AccPar: Tensor partitioning for heterogeneous deep learning accelerators.” In Proceedings - 2020 IEEE International Symposium on High Performance Computer Architecture, HPCA 2020, 342–55, 2020. https://doi.org/10.1109/HPCA47549.2020.00036.

Li, B., J. R. Doppa, P. P. Pande, K. Chakrabarty, J. X. Qiu, and H. H. Li. “3D-ReG: A 3D ReRAM-based Heterogeneous Architecture for Training Deep Neural Networks.” ACM Journal on Emerging Technologies in Computing Systems 16, no. 2 (January 29, 2020). https://doi.org/10.1145/3375699.

Chai, X., H. Wu, Z. Gan, Y. Zhang, Y. Chen, and K. W. Nixon. “An efficient visually meaningful image compression and encryption scheme based on compressive sensing and dynamic LSB embedding.” Optics and Lasers in Engineering 124 (January 1, 2020). https://doi.org/10.1016/j.optlaseng.2019.105837.

Wang, Shiqin, Yuting Cao, Tingwen Huang, Yiran Chen, Peng Li, and Shiping Wen. “Sliding mode control of neural networks via continuous or periodic sampling event-triggering algorithm.” Neural Networks : The Official Journal of the International Neural Network Society 121 (January 2020): 140–47. https://doi.org/10.1016/j.neunet.2019.09.001.