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Kunquan Zhang

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Preprint Aug 2026

UniEvo-RS: Omni-Prompt Unified Remote Sensing Segmentation with Representative Exemplar-Driven Prototype Evolution

UniEvo-RS, an omni-prompt unified RS segmentation framework equipped with representative exemplar-driven prototype evolution mechanism, unifies diverse prompting tasks, and enables training-free, progressive accuracy enhancement on unseen categories during batch annotation.

Kunquan Zhang, Peilang Li, Xikun Hu et al. · 0 citations
#artificial intelligence Preprint Aug 2026

HyQuant: Hybrid-Precision Quantization for LLM Attention

Across diverse tasks, models, and datasets, HyQuant maintains nearly lossless accuracy with an extremely simple design, demonstrating the efficiency and practical feasibility of hybrid quantization for LLM attention.

Jiarui Ding, Bin Xing, Yu Zhang et al. · 0 citations

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