You only need 4 extra tokens: Synergistic Test-time Adaptation for LLMs

Under review for ICML 2026

Yijie Xu, Huizai Yao, Zhiyu Guo, Weiyu Guo, Pengteng Li, Aiwei Liu, Xuming Hu, Hui Xiong.

Honored to be cited by Prof. Yann LeCun and Jitendra Malik as a representative exploration of LLM test-time adaptation.