Author

Jian Liu

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Preprint Oct 2026

ImproveAnyTask: An Autonomous Post-Training Harness for Iterative Model Self-Improvement

Adapting general-purpose large language models to specific tasks requires substantial human effort in designing data and training strategies. Sustaining improvement is especially challenging because model updates change the error distribution, requiring strategies to be continually refined. We introduce ImproveAnyTask,...

Xing-Bo Yao, Xiao-Man Wang, Zheng-Wu Lei et al. · 0 citations

#machine learning Preprint Sep 2026

Teach to Learn: Hint Annealing for Self-improving LLM Reasoning

HATCH (Hint-Annealed Self-Teaching), an online single-policy framework that learns from both generating and using its own hints to improve reasoning without assistance, is proposed and gradient projection is used to remove the opposing component of hint-generation updates.

Zi-Le Wang, Zi-Jian Li, Hao-Dong Wang et al. · 0 citations