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

arXiv:2610.17679v1 Announce Type: cross Abstract: Chain-of-thought (CoT) improves reasoning but incurs substantial autoregressive rationale cost. Continuous CoT moves intermediate computation into recurrent hidden states, yet typically uses a fixed number of u