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  1. PipeMLLM: Accelerating on-device Multimodal LLM Inference via Speculative Sensing and Encoding

    Article • November 2025, ACM (Association for Computing Machinery)

    RUNXI HUANG, Xiaomin OUYANG

  2. MMEdge: Real-time Multimodal Inference via Cross-Modal Speculative Sensing and Encoding

    Article • February 2025, ACM (Association for Computing Machinery)

    Xiaomin OUYANG, RUNXI HUANG