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Ao Sun

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• APB-V: Accelerating Long-Video Understanding via Sequence-Parallelism-aware Approximate Attention
• CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters
• VoiceAgentEval: A Dual-Dimensional Benchmark for Expert-Level Intelligent Voice-Agent Evaluation of Xbench's Professional-Aligned Series
• NOSA: Native and Offloadable Sparse Attention