Publications

Conference

  • Y. Feng, W. Zhou*, Y. Lyu, H. Liu, Z. Liu, N. Wong and W. Kang. HPD: Hybrid Projection Decomposition for Robust State Space Models on Analog CIM Hardware, *2025 IEEE 16th International Conference on ASIC (ASICON), Kunming, China, 2025..

  • Y. Feng, W. Zhou*, Y. Lyu, Y. Zhang, Z. Liu, N. Wong and W. Kang. Extending Straight-Through Estimation for Robust Neural Networks on Analog CIM Hardware, *2025 IEEE 15th International Conference on ASIC (ASICON), Kunming, China, 2025.

  • Y. Cheng, B. Huang, W. Zhou, T. Wu, Z. Liu, G. Chesi, and N. Wong. Re-Activating Frozen Primitives for 3D Gaussian Splatting, 2025 ACM Multimedia (MM), Dublin, Ireland, 2025.

  • Y. Cheng, B. Huang, T. Wu, W. Zhou, Z. Liu, G. Chesi, and N. Wong. Perspective-aware 3D Gaussian Inpainting with Multi-view Consistency, 2025 IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, 2025.

  • W. Zhou*, J. Ren*, T. Wu, Y. Cheng, Z. Liu and N. Wong. Distribution-Aware Hadamard Quantization for Hardware-Efficient Implicit Neural Representations, 2025 IEEE International Conference on Multimedia and Expo (ICME), Nantes, France, 2025.

  • W. Zhou, T. Wu, C. Ding, Y. Ren, Z. Liu and N. Wong. Towards RRAM-based Transformer-based Vision Models with Noise-aware Knowledge Distillation, 2025 Design, Automation & Test in Europe Conference & Exhibition (DATE), Lyon, France, 2025.

  • W. Zhou*, T. Wu*, Y. Cheng, C. Zhang, Z. Liu and N. Wong. MINR: Efficient Implicit Neural Representations for Multi-Image Encoding, ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025.

  • W. Zhou*, Y. Cheng*, T. Wu, C. Zhang, Z. Liu and N. Wong. Enhancing Robustness of Implicit Neural Representations Against Weight Perturbations, ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025.

  • W. Zhou*, Y. Ren*, J. Zhou, C. Ding, Z. Liu, and N. Wong. RRAM-Based Isotropic CNNs with High Robustness and Resource Utilization Rate, 2025 9th IEEE Electron Devices Technology & Manufacturing Conference (EDTM), Hong Kong, China, 2025.

  • T. Hou, Y. Ren, W. Zhou, C. Li, Z. Wang, H-B. Chen, and N. Wong. Physics-Informed Learning for Versatile RRAM Reset and Retention Simulation, 2024 29th Asia and South Pacific Design Automation Conference (ASP-DAC), Incheon, Korea, Republic of, 2024.

  • W. Qi*, W. Zhou*, N. Wong and S.C. Chan. Hybrid Module with Multiple Receptive Fields and Self-Attention Layers for Medical Image Segmentation, ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Seoul, Korea, Republic of, 2024.

  • W. Zhou*, Y. Ren*, J. Zhou, T. Hou, and N. Wong. A Time- and Energy-Efficient CNN with Dense Connections on Memristor-Based Chips, 2023 IEEE 15th International Conference on ASIC (ASICON), Nanjing, China, 2023.

  • Z. Guan*, W. Zhou*, Y. Ren, R. Xie, H. Yu and N. Wong. A Hardware-Aware Neural Architecture Search Pareto Front Exploration for In-Memory Computing, 2022 IEEE 16th International Conference on Solid-State & Integrated Circuit Technology (ICSICT), Nanjing, China, 2022.


Journal

  • W. Zhou, Y. Ren, Z. Liu and N. Wong. Binary Weight Multi-Bit Activation Quantization for Compute-in-Memory CNN Accelerators, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

  • W. Zhou*, B. Li*, T. Wu, C. Ding, Z. Liu and N. Wong. QuadINR: Quadratic Implicit Neural Representations for Efficient Memristor-based CIM System, IEEE Transactions on Circuits and Systems II: Express Briefs.