Author

Yuqian Chen

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#artificial intelligence Preprint Oct 2026

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

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 updates even though the best budget varies across questions and accuracy need not improve monotonically with $K...

Ying Li, Yu-Qian Chen, Sixuan Li et al. · 0 citations

Aug 2026

Speaking the Native Language of LLMs: A Discrete Architecture for Molecular Comprehension.

MolLingua, a token-centric, dual-modal framework designed for native molecular understanding, uses a dual-branch Residual Vector Quantization engine to discretize heterogeneous, high-dimensional spatial 2D and 3D features into compact code sequences rather than relying solely on continuous projections.

Haoyang Liu, Xikang Feng, Fei Guo et al. · IEEE journal of biomedical a... · 0 citations