Bu, Y. (2026) “Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models”, Proceedings of the AAAI Conference on Artificial Intelligence, 40(36), pp. 30104–30111. doi: 10.1609/aaai.v40i36.40259.