Author

Sun-Qi Fan

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#artificial intelligence Preprint Sep 2026

When Context Misleads: In-context Learning with Jurisdiction in Large Language Models

J-ICL is proposed, a post-training framework that incorporates context validation into the training objective and improves ICLEval and reality accuracy by an average of 5.84 percentage points and reality accuracy by 9.20 points over the corresponding base models.

Pei-Lin Li, Qing-Le Liu, Jun-Yang Feng et al. · 0 citations

Review Jul 2026

HyMobileAgent: Data-Environment Co-Scaling for Efficient GUI Agents

This report presents HyMobileAgent, a mobile GUI agent built on Hy3.0-VL-A3B, a vision-native foundation model featuring native any-resolution input, an A3B-scale deployment budget, and a 32K context window to model extended interaction histories.

H. Team, Hua-Wen Shen, Zheng-Yang Tang et al. · arXiv.org · 2 citations · ⚡1