@inproceedings{he-etal-2025-a2ats, title = "{A}$^2${ATS}: Retrieval-Based {KV} Cache Reduction via Windowed Rotary Position Embedding and Query-Aware Vector Quantization", author = "He, Junhui and Xing, Junna and Wang, Nan and Xu, Rui and Wu, Shangyu and Zhou, Peng and Liu, Qiang and Xue, Chun Jason and Li, Qingan", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Findings of the Association for Computational Linguistics: ACL 2025", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/display_plenaries/2025.findings-acl.644/", pages = "12451--12463", ISBN = "979-8-89176-256-5" }