@inproceedings{shi-etal-2026-inferencedynamics, title = "{I}nference{D}ynamics: Adaptive {LLM} Routing through Structured Capability and Knowledge Profiling", author = "Shi, Haochen and Zheng, Tianshi and Wang, Weiqi and Xu, Baixuan and Li, Chunyang and Chan, Chunkit and Fan, Tao and Song, Yangqiu", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.383/", pages = "8451--8469", ISBN = "979-8-89176-390-6" }