Author

Sixuan Li

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Open access Sep 2026

Sub-10-nm stacking bands enable ultrastrong additively manufactured titanium.

Lightweight alloys with superior strength-ductility synergies are crucial for advanced structural applications, and nanostructured titanium (Ti) alloys are promising candidates. However, it remains challenging to manufacture bulk components with complex geometries as well as preserving the nanostructure and associated...

Xiang-Ren Bai, Dong-Peng Hua, Heng-Wei Luan et al. · Nature Materials · 0 citations

#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

Preprint Aug 2026

When Stories Evolve: Benchmarking LLM Storytelling Across Agent Architectures in Open-Ended World Simulations

WSE-bench is introduced, a process benchmark that separately evaluates sustained generation, canonical coherence, and meaningful development in dynamic LLM storytelling, showing that sustained generation, canonical coherence, and meaningful development are distinct and sometimes competing capacities.

Yuqi Chen, Sixuan Li, Yunfeng Cai et al. · 1 citation