Zebin Yang

PhD Student (2024)

Peking University

Interests
  • Efficient AI
Education

  • B.S. in Micro-electronics, 2024

    Peking University

Publications

Zebin Yang, Yijiahao Qi, Tong Xie, Bo Yu, Shaoshan Liu, Meng Li (2026). DySL-VLA: Efficient Vision-Language-Action Model Inference via Dynamic-Static Layer-Skipping for Robot Manipulation. In Design Automation Conference (DAC) 2026.

Paper

Zebin Yang, Tong Xie, Baotong Lu, Shaoshan Liu, Bo Yu, Meng Li (2026). KEEP: A KV-Cache-Centric Memory Management System for Efficient Embodied Planning. In Design Automation Conference (DAC) 2026.

Paper

Zebin Yang, Sunjian Zheng, Tong Xie, Tianshi Xu, Bo Yu, Fan Wang, Jie Tang, Shaoshan Liu, Meng Li (2025). EfficientNav: Towards On-Device Object-Goal Navigation with Navigation Map Caching and Retrieval. In Conference on Neural Information Processing Systems (NeurIPs) 2025.

Paper

Renjie Wei, Songqiang Xu, Linfeng Zhong, Zebin Yang, Qingyu Guo, Yuan Wang, Runsheng Wang, Meng Li (2025). LightMamba: Efficient Mamba Acceleration on FPGA with Quantization and Hardware Co-design. In Design, Automation and Test in Europe Conference and Exhibition (DATE) 2025.

Paper Slides

Zebin Yang, Renze Chen, Taiqiang Wu, Ngai Wong, Yun (Eric) Liang, Runsheng Wang, Ru Huang, Meng Li (2024). MCUBERT: Memory-Efficient BERT Inference on Commodity Microcontrollers. In International Conference on Computer-Aided Design (ICCAD) 2024.

Paper

Shuzhang Zhong, Zebin Yang, Ruihao Gong, Runsheng Wang, Ru Huang, Meng Li (2024). ProPD: Dynamic Token Tree Pruning and Generation for LLM Parallel Decoding. In International Conference on Computer-Aided Design (ICCAD) 2024.

Paper

Chenqi Lin, Tianshi Xu, Zebin Yang, Meng Li, Runsheng Wang, Ru Huang (2024). FastQuery: Communication-efficient Embedding Table Query for Private LLMs inference. In Design Automation Conference (DAC) 2024.

Paper