Publications

Yang, H., L. Duan, Y. Chen, and H. Li. “BSQ: EXPLORING BIT-LEVEL SPARSITY FOR MIXED-PRECISION NEURAL NETWORK QUANTIZATION.” In Iclr 2021 9th International Conference on Learning Representations, 2021.

Taylor, B., A. Shrestha, Q. Qiu, and H. Li. “1S1R-based stable learning through single-spike-encoded spike-timing-dependent plasticity.” In Proceedings IEEE International Symposium on Circuits and Systems, Vol. 2021-May, 2021. https://doi.org/10.1109/ISCAS51556.2021.9401644.

Chang, C. C., J. Pan, T. Zhang, Z. Xie, J. Hu, W. Qi, C. W. Lin, et al. “Automatic Routability Predictor Development Using Neural Architecture Search.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, Vol. 2021-November, 2021. https://doi.org/10.1109/ICCAD51958.2021.9643483.

Pang, M., B. Wang, Y. M. Cheung, Y. Chen, and B. Wen. “VD-GAN: A Unified Framework for Joint Prototype and Representation Learning from Contaminated Single Sample per Person.” IEEE Transactions on Information Forensics and Security 16 (January 1, 2021): 2246–59. https://doi.org/10.1109/TIFS.2021.3050055.

Yeats, E., Y. Chen, and H. Li. “Improving Gradient Regularization using Complex-Valued Neural Networks.” In Proceedings of Machine Learning Research, 139:11953–63, 2021.

Li, A., J. Sun, P. Li, Y. Pu, H. Li, and Y. Chen. “Hermes: An efficient federated learning framework for heterogeneous mobile clients.” In Proceedings of the Annual International Conference on Mobile Computing and Networking MOBICOM, 420–36, 2021. https://doi.org/10.1145/3447993.3483278.

Serrano-Gotarredona, T., M. Valle, F. Conti, and H. Li. “Introduction to the Special Issue on the 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS 2020).” IEEE Journal on Emerging and Selected Topics in Circuits and Systems 10, no. 4 (December 1, 2020): 403–5. https://doi.org/10.1109/JETCAS.2020.3040581.

Kurshan, E., H. Li, M. Seok, and Y. Xie. “A Case for 3D Integrated System Design for Neuromorphic Computing and AI Applications.” International Journal of Semantic Computing 14, no. 4 (December 1, 2020): 457–75. https://doi.org/10.1142/S1793351X20500063.

Li, Z., B. Li, Z. Fan, and H. Li. “RED: A ReRAM-Based Efficient Accelerator for Deconvolutional Computation.” IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems 39, no. 12 (December 1, 2020): 4736–47. https://doi.org/10.1109/TCAD.2020.2981055.

Lan, Y., K. W. Nixon, Q. Guo, G. Zhang, Y. Xu, H. Li, and Y. Chen. “FCDM: A Methodology Based on Sensor Pattern Noise Fingerprinting for Fast Confidence Detection to Adversarial Attacks.” IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems 39, no. 12 (December 1, 2020): 4791–4804. https://doi.org/10.1109/TCAD.2020.2969982.

Li, B., Y. Wang, and Y. Chen. “HitM: High-Throughput ReRAM-based PIM for Multi-Modal Neural Networks.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, Vol. 2020-November, 2020. https://doi.org/10.1145/3400302.3415663.

Xie, Z., H. Li, X. Xu, J. Hu, and Y. Chen. “Fast IR Drop Estimation with Machine Learning : Invited Paper.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, Vol. 2020-November, 2020. https://doi.org/10.1145/3400302.3415763.

Liang, R., Z. Xie, J. Jung, V. Chauha, Y. Chen, J. Hu, H. Xiang, and G. J. Nam. “Routing-Free Crosstalk Prediction.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, Vol. 2020-November, 2020. https://doi.org/10.1145/3400302.3415712.

Zheng, Q., X. Li, Z. Wang, G. Sun, Y. Cai, R. Huang, Y. Chen, and H. Li. “MobiLattice: A Depth-wise DCNN Accelerator with Hybrid Digital/Analog Nonvolatile Processing-In-Memory Block.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, Vol. 2020-November, 2020. https://doi.org/10.1145/3400302.3415666.

Yang, X., B. Yan, H. Li, and Y. Chen. “ReTransformer: ReRAM-based Processing-in-Memory Architecture for Transformer Acceleration.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, Vol. 2020-November, 2020. https://doi.org/10.1145/3400302.3415640.

Chai, X., J. Bi, Z. Gan, X. Liu, Y. Zhang, and Y. Chen. “Color image compression and encryption scheme based on compressive sensing and double random encryption strategy.” Signal Processing 176 (November 1, 2020). https://doi.org/10.1016/j.sigpro.2020.107684.

Li, A., C. Wu, Y. Chen, and B. Ni. “MVStylizer: An efficient edge-assisted video photorealistic style transfer system for mobile phones.” In Proceedings of the International Symposium on Mobile Ad Hoc Networking and Computing Mobihoc, 31–40, 2020. https://doi.org/10.1145/3397166.3409140.

Feng, D., J. Xu, Y. Hua, W. Tong, J. Liu, C. Li, and Y. Chen. “A Low-Overhead Encoding Scheme to Extend the Lifetime of Nonvolatile Memories.” IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems 39, no. 10 (October 1, 2020): 2516–29. https://doi.org/10.1109/TCAD.2019.2962127.

Zhu, J., G. Sun, X. Zhang, C. Zhang, W. Zhang, Y. Liang, T. Wang, Y. Chen, and J. Di. “Fork Path: Batching ORAM Requests to Remove Redundant Memory Accesses.” IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems 39, no. 10 (October 1, 2020): 2279–92. https://doi.org/10.1109/TCAD.2019.2948914.

Yang, C., B. Liu, H. Li, Y. Chen, M. Barnell, Q. Wu, W. Wen, and J. Rajendran. “Thwarting Replication Attack against Memristor-Based Neuromorphic Computing System.” IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems 39, no. 10 (October 1, 2020): 2192–2205. https://doi.org/10.1109/TCAD.2019.2937817.

Wang, S., Y. Cao, S. Wen, Z. Guo, T. Huang, and Y. Chen. “Projective Synchroniztion of Neural Networks via Continuous/Periodic Event-Based Sampling Algorithms.” IEEE Transactions on Network Science and Engineering 7, no. 4 (October 1, 2020): 2746–54. https://doi.org/10.1109/TNSE.2020.2985409.

Chen, L., Z. He, C. Li, S. Wen, and Y. Chen. “Revisiting memristor properties.” International Journal of Bifurcation and Chaos 30, no. 12 (September 30, 2020). https://doi.org/10.1142/S0218127420501722.

Xie, X., S. Wen, Z. Yan, T. Huang, and Y. Chen. “Designing pulse-coupled neural networks with spike-synchronization-dependent plasticity rule: image segmentation and memristor circuit application.” Neural Computing and Applications 32, no. 17 (September 1, 2020): 13441–52. https://doi.org/10.1007/s00521-020-04752-7.

Gan, Z., X. Chai, J. Zhang, Y. Zhang, and Y. Chen. “An effective image compression–encryption scheme based on compressive sensing (CS) and game of life (GOL).” Neural Computing and Applications 32, no. 17 (September 1, 2020): 14113–41. https://doi.org/10.1007/s00521-020-04808-8.

Chen, Y., D. Fan, Y. Wang, and S. Yamashita. “Editorial for the special issue on disruptive computing technologies.” Ccf Transactions on High Performance Computing 2, no. 3 (September 1, 2020): 209–10. https://doi.org/10.1007/s42514-020-00048-3.