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  1. UniNL: Unifying Fragmented Non-Linear Operators for Efficient Edge LLM Inference

    Article • July 2026, ACM (Association for Computing Machinery)

    Shantian Qin, Zhihua Fan

  2. TOSCA: A Dataflow Architecture with Semi-Centralized Dynamic Scheduling

    Article • ACM Transactions on Architecture and Code Optimization, July 2026, ACM (Association for Computing Machinery)

    Shantian Qin, Zhihua Fan

  3. PANDA: A Dataflow Chip with Adaptive Prefetching and Decentralized Scheduling

    Article • ACM Transactions on Architecture and Code Optimization, June 2025, ACM (Association for Computing Machinery)

    Shantian Qin, Zhihua Fan