AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse.

Shiyao Guo Jie Ou Jinyu Guo Shiyao Guo Yuang Li Ruiqi Wu Zhaokun Wang Wenyi Li Wenhong Tian AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse. 42946-42960 2026 ACL (1) https://aclanthology.org/2026.acl-long.1990/ conf/acl/2026-1 db/conf/acl/acl2026-1.html#OuGGLWWLT26

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Jie Ou Jinyu Guo Shiyao Guo Yuang Li Ruiqi Wu Zhaokun Wang Wenyi Li Wenhong Tian AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse. 2026 May abs/2605.03644 CoRR https://doi.org/10.48550/arXiv.2605.03644 db/journals/corr/corr2605.html#abs-2605-03644 streams/journals/corr

Shiyao Guo Yuxia Sheng Dan Xiong Jingxin Zhang 0001 PET Image Representation and Reconstruction Based on Graph Filter. 808-818 2023 9 IEEE Trans. Computational Imaging https://doi.org/10.1109/TCI.2023.3308388 db/journals/tci/tci9.html#GuoSXZ23

Shiyao Guo Yuxia Sheng Li Chai 0001 Jingxin Zhang 0001 PET Image Reconstruction With Kernel and Kernel Space Composite Regularizer. 1786-1798 2023 June 42 IEEE Trans. Medical Imaging 6 https://doi.org/10.1109/TMI.2023.3239929 db/journals/tmi/tmi42.html#GuoSCZ23

Shiyao Guo Yuxia Sheng Shenpeng Li Li Chai 0001 Jingxin Zhang 0001 PET Image Reconstruction with Multiple Kernels and Multiple Kernel Space Regularizers. 2021 abs/2103.02813 CoRR https://arxiv.org/abs/2103.02813 db/journals/corr/corr2103.html#abs-2103-02813

Danfeng Yan Shiyao Guo Leveraging Contextual Sentences for Text Classification by Using a Neural Attention Model. 8320316:1-8320316:11 2019 2019 Comput. Intell. Neurosci. https://doi.org/10.1155/2019/8320316 https://www.wikidata.org/entity/Q92996466 db/journals/cin/cin2019.html#YanG19

Li Chai 0001 Xuejun Cheng Jinyu Guo Yuhui Jiao Shenpeng Li Wenyi Li Yuang Li Ju Liu Guanghui Luo Jie Ou Yuxia Sheng Wenhong Tian Zhaokun Wang Ruiqi Wu Dan Xiong Xiaotong Xu Danfeng Yan Jingxin Zhang 0001 Qian Zhang