@inproceedings{qiao-etal-2025-swiftkv, title = "{S}wift{KV}: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation", author = "Qiao, Aurick and Yao, Zhewei and Rajbhandari, Samyam and He, Yuxiong", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.1306/", pages = "25745--25764", ISBN = "979-8-89176-332-6" }