Publications

Zhang, T., W. Wen, I. Fedorov, X. Liu, B. Zhang, F. Han, W. Y. Chen, et al. “DistDNAS: Search Efficient Feature Interactions within 2 Hours.” In Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024, 1492–99, 2024. https://doi.org/10.1109/BigData62323.2024.10825061.

Huang, Q., H. Yang, E. Zeng, and Y. Chen. “A Deep-Learning-Based Multi-modal ECG and PCG Processing Framework for Label Efficient Heart Sound Segmentation.” In Proceedings - 2024 IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies, CHASE 2024, 109–19, 2024. https://doi.org/10.1109/CHASE60773.2024.00020.

Tang, M., A. Dai, L. DiValentin, A. Ding, A. Hass, N. Z. Gong, Y. Chen, and H. Li. “MODELGUARD: Information-Theoretic Defense Against Model Extraction Attacks.” In Proceedings of the 33rd USENIX Security Symposium, 5305–22, 2024.

Samudrala, S., J. Wu, C. Chen, H. Shan, J. Ku, Y. Chen, and J. Rajendran. “Performance Analysis of Zero-Knowledge Proofs.” In Proceedings - 2024 IEEE International Symposium on Workload Characterization, IISWC 2024, 144–55, 2024. https://doi.org/10.1109/IISWC63097.2024.00022.

Wang, A., Q. Huang, and Y. Chen. “A Quantized Parsimonious CNN Model for Sleep Polysomnogram Data Streams.” In Proceedings - 2024 IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies, CHASE 2024, 162–66, 2024. https://doi.org/10.1109/CHASE60773.2024.00027.

Duan, L., J. Sun, J. Jia, Y. Chen, and M. Gorlatova. “Reimagining Mutual Information for Defense against Data Leakage in Collaborative Inference.” In Advances in Neural Information Processing Systems, Vol. 37, 2024.

Inkawhich, M., N. Inkawhich, H. Yang, J. Zhang, R. Linderman, and Y. Chen. “OSR-ViT: A Simple and Modular Framework for Open-Set Object Detection and Discovery.” In Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024, 928–37, 2024. https://doi.org/10.1109/BigData62323.2024.10826036.

Tang, M., J. Sun, H. H. Li, and Y. Chen. “Embracing Privacy, Robustness, and Efficiency with Trustworthy Federated Learning on Edge Devices.” In Proceedings of IEEE Computer Society Annual Symposium on VLSI, ISVLSI, 284–89, 2024. https://doi.org/10.1109/ISVLSI61997.2024.00059.

Parhi, K. K., H. Li, K. Kailas, H. Krishnaswamy, M. Alioto, and M. Ogorzalek. “Editorial: Special Issue for the 75th Anniversary of the IEEE Circuits and Systems Society [Editorial].” IEEE Circuits and Systems Magazine 24, no. 2 (January 1, 2024): 3. https://doi.org/10.1109/MCAS.2024.3384522.

Wang, Y., S. Li, Q. Zheng, L. Song, Z. Li, A. Chang, H. L. H. Li, and Y. Chen. “NDSEARCH: Accelerating Graph-Traversal-Based Approximate Nearest Neighbor Search through Near Data Processing.” In Proceedings - International Symposium on Computer Architecture, 368–81, 2024. https://doi.org/10.1109/ISCA59077.2024.00035.

Wu, X., E. Hanson, N. Wang, Q. Zheng, X. Yang, H. Yang, S. Li, et al. “Block-Wise Mixed-Precision Quantization: Enabling High Efficiency for Practical ReRAM-Based DNN Accelerators.” IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 43, no. 12 (January 1, 2024): 4558–71. https://doi.org/10.1109/TCAD.2024.3409193.

Sun, J., Z. Du, A. Dai, S. Baghersalimi, A. Amirshahi, D. Atienza, and Y. Chen. “PlugVFL: Robust and IP-Protecting Vertical Federated Learning against Unexpected Quitting of Parties.” In Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024, 1124–33, 2024. https://doi.org/10.1109/BigData62323.2024.10825534.

Zhang, T., S. Li, H. P. Cheng, F. Yan, H. Li, and Y. Chen. “CSCO: Connectivity Search of Convolutional Operators.” In IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 1685–94, 2024. https://doi.org/10.1109/CVPRW63382.2024.00175.

Taylor, B., X. Yang, and H. Li. “Weight Update Scheme for 1T1R Memristor Array Based Equilibrium Propagation.” In 2024 IEEE 6th International Conference on AI Circuits and Systems, AICAS 2024 - Proceedings, 388–92, 2024. https://doi.org/10.1109/AICAS59952.2024.10595934.

Zheng, Q., S. Li, Y. Wang, Z. Li, Y. Chen, and H. L. Li. “Hybrid Digital/Analog Memristor-based Computing Architecture for Sparse Deep Learning Acceleration.” In Proceedings - IEEE International Symposium on Circuits and Systems, 2024. https://doi.org/10.1109/ISCAS58744.2024.10558703.

De, V., and H. Li. “Recap of the 61st ACM/IEEE Design Automation Conference (DAC61): The 'Chips to Systems Conference'.” IEEE Design and Test 41, no. 6 (January 1, 2024): 95–96. https://doi.org/10.1109/MDAT.2024.3444729.

Xiao, H., X. Hu, T. Gao, Y. Zhou, S. Duan, and Y. Chen. “Efficient Low-Bit Neural Network With Memristor-Based Reconfigurable Circuits.” IEEE Transactions on Circuits and Systems II: Express Briefs 71, no. 1 (January 1, 2024): 66–70. https://doi.org/10.1109/TCSII.2023.3298910.

Ramos, N., and H. Li. “CNN Implementation of Bayesian Plasticity for Robust Learning.” In 2024 IEEE 6th International Conference on AI Circuits and Systems, AICAS 2024 - Proceedings, 432–36, 2024. https://doi.org/10.1109/AICAS59952.2024.10595888.

Jiang, J., H. Lu, C. Liu, M. Zhu, Y. Chen, and H. F. Yang. “Cost-effective Vehicle Recognition System in Challenging Environment Empowered by Micro-Pulse LiDAR and Edge AI.” In IEEE Intelligent Vehicles Symposium, Proceedings, 645–50, 2024. https://doi.org/10.1109/IV55156.2024.10588634.

Chang, C. C., Y. Shen, S. Fan, J. Li, S. Zhang, N. Cao, Y. Chen, and X. Zhang. “LaMAGIC: Language-Model-based Topology Generation for Analog Integrated Circuits.” In Proceedings of Machine Learning Research, 235:6253–62, 2024.

Kim, B., Q. Huang, B. Taylor, Q. Zheng, J. Ku, N. Ramos, E. Yeats, Y. Chen, and H. R. Li. “MulPi: A Multi-Class and Patient-Independent Computing-in-SRAM Seizure Classifier.” In 2024 IEEE Biomedical Circuits and Systems Conference, BioCAS 2024, 2024. https://doi.org/10.1109/BioCAS61083.2024.10798153.

Sun, J., Z. Xu, H. Yin, D. Yang, D. Xu, Y. Liu, Z. Du, Y. Chen, and H. R. Roth. “FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models.” In Proceedings of Machine Learning Research, 235:47159–73, 2024.

Chen, F., and Y. Chen. “An Interview with Dr. Nicky Lu [Interview].” IEEE Circuits and Systems Magazine 24, no. 1 (January 1, 2024): 6–12. https://doi.org/10.1109/MCAS.2023.3332200.

Ibrahim, M., Z. Wan, H. Li, P. Panda, T. Krishna, P. Kanerva, Y. Chen, and A. Raychowdhury. “Special Session: Neuro-Symbolic Architecture Meets Large Language Models: A Memory-Centric Perspective.” In Proceedings - 2024 International Conference on Hardware/Software Codesign and System Synthesis, CODES+ISSS 2024, 11–20, 2024. https://doi.org/10.1109/CODES-ISSS60120.2024.00012.

Yang, H. F., Y. Zhao, J. Cai, M. Zhu, J. N. Hwang, and Y. Chen. “Mitigating Bias of Deep Neural Networks for Trustworthy Traffic Perception in Autonomous Systems.” In IEEE Intelligent Vehicles Symposium, Proceedings, 633–38, 2024. https://doi.org/10.1109/IV55156.2024.10588805.