Dynamic K-Head: Difficulty-Supervised Budget Selection for Continuous Latent Reasoning

Ying Li, Yuqi Chen, Sixuan Li +1

Chain-of-thought (CoT) improves reasoning but incurs substantial autoregressive rationale cost. Continuous CoT moves intermediate computation into recurrent hidden states, yet typi…