publications

See my Google Scholar for the full list. * denotes equal contribution. Publications are sorted by category in reverse chronological order.

2026

  1. arXiv
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    LEAP: Learned Block-wise Evidence Retrieval for Long Audio-Video Perception
    Juyi Lin, Z. Lao, J. Cui, L. Zhao, P. Zhao, D. Zhang, A. Akbari, Y. Qi, X. Jiang, and others
    2026
    Paper Video Website
  2. ICML
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    A Very Big Video Reasoning Suite
    Maijunxian Wang*, Ruisi Wang*, Juyi Lin*, Ran Ji*, Thaddäus Wiedemer, Qingying Gao, Dezhi Luo, and others
    In International Conference on Machine Learning (ICML), 2026
    Paper Video Code Website
  3. arXiv
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    PhyGround: Benchmarking Physical Reasoning in Generative World Models
    Juyi Lin, Arash Akbari, Yumei He, Lin Zhao, Haichao Zhang, Arman Akbari, Xingchen Xu, Zoe Y. Lu, Enfu Nan, Hokin Deng, Edmund Yeh, Sarah Ostadabbas, Yun Fu, Jennifer Dy, Pu Zhao, and Yanzhi Wang
    2026
    Paper Video Code Poster Slides Website
  4. DAC 2026
    Late Breaking Results: Audio-Language-Action Models with Direct Speech Conditioning for Robotic Manipulation
    Enfu Nan, Pu Zhao, Yixiao Chen, Lin Zhao, Juyi Lin, Chen Wang, Weiwei Chen, and Yanzhi Wang
    In Proceedings of the 63rd ACM/IEEE Design Automation Conference (DAC), 2026
    DOI Paper

2025

  1. ICANN 2026
    VOTE: Vision-Language-Action Model Optimization for Real-Time Robotic Manipulation
    Juyi Lin, Amir Taherin, Arash Akbari, Arman Akbari, Lei Lu, Guangyu Chen, Taskin Padir, Xiaomeng Yang, Jayanth Srinivasa, Xue Lin, David Kaeli, Yanzhi Wang, Pu Zhao, and Xuan Shen
    2025
    Paper Video Code Slides Website
  2. NeurIPS
    ALTER: All-in-One Layer Pruning and Temporal Expert Routing for Efficient Diffusion Generation
    Xiaomeng Yang*, Lei Lu*, Qihui Fan, Changdi Yang, Juyi Lin, Yanzhi Wang, Xuan Zhang, and Shangqian Gao
    In The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS), 2025
    Paper Code
  3. GLSVLSI 2026
    Cross-Platform Scaling of Vision-Language-Action Models from Edge to Cloud GPUs
    Amir Taherin, Juyi Lin, Arash Akbari, Arman Akbari, Pu Zhao, Weiwei Chen, David Kaeli, and Yanzhi Wang
    2025
    Paper

2024

  1. arXiv
    Open-Source Acceleration of Stable-Diffusion.cpp Deployable on All Devices
    Jingxu Ng, Cheng Lv, Pu Zhao, Wei Niu, Juyi Lin, Minzhou Pan, Yun Liang, and Yanzhi Wang
    2024
    Paper