Publications

Yang, J., X. Wang, Q. Zhou, Z. Wang, H. Li, Y. Chen, and W. Zhao. “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 (January 1, 2019): 57–69. https://doi.org/10.1109/TCAD.2018.2802870.

Zheng, Q., J. Kang, Z. Wang, Y. Cai, R. Huang, B. Li, Y. Chen, and H. Li. “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. https://doi.org/10.1109/ISCAS.2019.8702756.

Zhou, Y., X. Hu, L. Wang, S. Duan, and Y. Chen. “Markov Chain Based Efficient Defense Against Adversarial Examples in Computer Vision.” IEEE Access 7 (January 1, 2019): 5695–5706. https://doi.org/10.1109/ACCESS.2018.2889409.

Cheng, H. P., P. Yu, H. Hu, S. Zawad, F. Yan, S. Li, H. Li, and Y. Chen. “Towards decentralized deep learning with differential privacy.” In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 11513 LNCS:130–45, 2019. https://doi.org/10.1007/978-3-030-23502-4_10.

Yang, H., J. Zhang, H. P. Cheng, W. Wang, Y. Chen, and H. Li. “Bamboo: Ball-shape data augmentation against adversarial attacks from all directions.” In Ceur Workshop Proceedings, Vol. 2301, 2019.

Li, Hai, Qiang Tong, and Bo Wang. “Non-negative Matrix Factorization Based Learning from Label Proportions for Vehicle Loan Default Detection.” In Procedia Computer Science, 162:878–86. Elsevier BV, 2019. https://doi.org/10.1016/j.procs.2019.12.063.

Park, J., H. Li, S. Li, W. Wen, Y. Chen, P. T. P. Tang, and P. Dubey. “Faster cnns with direct sparse convolutions and guided pruning.” In 5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings, 2019.

Liu, X., H. Yang, Z. Liu, L. Song, H. Li, and Y. Chen. “DPatch: An adversarial patch attack on object detectors.” In Ceur Workshop Proceedings, Vol. 2301, 2019.

Chang, N., M. A. Faruque, Z. Shao, C. J. Xue, Y. Chen, and D. Baek. “Survey of low-power electric vehicles: A design automation perspective.” IEEE Design and Test 35, no. 6 (December 1, 2018): 44–70. https://doi.org/10.1109/MDAT.2018.2873475.

Fu, W., J. Yang, P. Dai, Y. Chen, and W. Zhao. “A Scalable Pipelined Dataflow Accelerator for Object Region Proposals on FPGA Platform.” In Proceedings 2018 International Conference on Field Programmable Technology Fpt 2018, 349–52, 2018. https://doi.org/10.1109/FPT.2018.00070.

Nixon, K. W., J. Mao, J. Shen, H. Yang, H. H. Li, and Y. Chen. “SPN dash: Fast detection of adversarial attacks on mobile via sensor pattern noise fingerprinting.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, 2018. https://doi.org/10.1145/3240765.3240851.

Chen, F., and H. Li. “EMAT: An Efficient Multi-Task Architecture for Transfer Learning using ReRAM.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, 2018. https://doi.org/10.1145/3240765.3240805.

Xie, Z., Y. H. Huang, G. Q. Fang, H. Ren, S. Y. Fang, Y. Chen, and J. Hu. “RouteNet: Routability prediction for mixed-size designs using convolutional neural network.” In IEEE ACM International Conference on Computer Aided Design Digest of Technical Papers Iccad, 2018. https://doi.org/10.1145/3240765.3240843.

Liu, Z., M. Mao, T. Liu, X. Wang, W. Wen, Y. Chen, H. Li, D. Wang, Y. Pei, and N. Ge. “TriZone: A Design of MLC STT-RAM Cache for Combined Performance, Energy, and Reliability Optimizations.” IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems 37, no. 10 (October 1, 2018): 1985–98. https://doi.org/10.1109/TCAD.2017.2783860.

James, A. P., K. N. Salama, H. Li, D. Biolek, G. Indiveri, and L. O. Chua. “Guest Editorial: Special Issue on Large-Scale Memristive Systems and Neurochips for Computational Intelligence.” IEEE Transactions on Emerging Topics in Computational Intelligence 2, no. 5 (October 1, 2018): 320–23. https://doi.org/10.1109/TETCI.2018.2867375.

Song, C., H. P. Cheng, H. Yang, S. Li, C. Wu, Q. Wu, Y. Chen, and H. Li. “MAT: A multi-strength adversarial training method to mitigate adversarial attacks.” In Proceedings of IEEE Computer Society Annual Symposium on VLSI Isvlsi, 2018-July:476–81, 2018. https://doi.org/10.1109/ISVLSI.2018.00092.

Li, H. H., Y. Wang, and W. Wen. “Message from the technical program chairs.” In Proceedings of IEEE Computer Society Annual Symposium on VLSI Isvlsi, 2018-July:xiii–xiv, 2018. https://doi.org/10.1109/ISVLSI.2018.00006.

Hassan, Amr M., Aya F. Khalaf, Khaled S. Sayed, Hai Helen Li, and Yiran Chen. “Real-Time Cardiac Arrhythmia Classification Using Memristor Neuromorphic Computing System.” In Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference, 2018:2567–70, 2018. https://doi.org/10.1109/embc.2018.8512868.

Chai, X., X. Zheng, Z. Gan, D. Han, and Y. Chen. “An image encryption algorithm based on chaotic system and compressive sensing.” Signal Processing 148 (July 1, 2018): 124–44. https://doi.org/10.1016/j.sigpro.2018.02.007.

Qiao, X., X. Cao, H. Yang, L. Song, and H. Li. “AtomLayer: A universal ReRAM-based CNN accelerator with atomic layer computation.” In Proceedings Design Automation Conference, Vol. Part F137710, 2018. https://doi.org/10.1145/3195970.3195998.

Yan, B., X. Cao, and H. H. Li. “A neuromorphic design using chaotic mott memristor with relaxation oscillation.” In Proceedings Design Automation Conference, Vol. Part F137710, 2018. https://doi.org/10.1145/3195970.3195977.

Chen, L., C. Li, and Y. Chen. “A Forgetting Memristive Spiking Neural Network for Pavlov Experiment.” International Journal of Bifurcation and Chaos 28, no. 6 (June 15, 2018). https://doi.org/10.1142/S0218127418500803.

Bayram, I., and Y. Chen. “NV-TCAM: Alternative designs with NVM devices.” Integration 62 (June 1, 2018): 114–22. https://doi.org/10.1016/j.vlsi.2018.02.003.

Yan, B., Y. Chen, and H. Li. “Challenges of memristor based neuromorphic computing system.” Science China Information Sciences 61, no. 6 (June 1, 2018). https://doi.org/10.1007/s11432-017-9378-3.

Lu, Y. H., A. C. Berg, and Y. Chen. “Low-Power image recognition challenge.” AI Magazine 39, no. 2 (June 1, 2018): 87–88. https://doi.org/10.1609/aimag.v39i2.2782.