Author

Shen Huang

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

Dr.Credit: Rubric-Grounded Process Credit Assignment for Deep Research Agents

Analysis of rubric-grounded credit suggests more efficient evidence acquisition and higher-quality reports under limited research-turn budgets, motivating the extension of rubric-grounded process supervision to a broader range of rubric-based tasks.

Ying-Jian Zhu, Zhen-Yi Wang, Jia-Xing Guo et al. · 0 citations

#machine learning Preprint Sep 2026

MemoryWalker: Stop Training Agents on Contexts They Never Saw

This work introduces two exact, gradient-equivalent corrections: LogitTree, a segmented K-forward traversal, and a packed 4D attention mask, and proposes SDCC (Self-Distillation for Conditioning Consistency), a single-backward-pass variational relaxation.

J. Zinco, Xun-Jie Zhu, Shen Huang et al. · 0 citations