Author

Hao Sun

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Open access Sep 2026

Fusing Physics and AI Enhances Accuracy and Diagnostic Capabilities in Air Quality Forecasting

Accurate air-quality forecasts with diagnostic value are pivotal for emission-control policies and public health, yet chemical transport models (CTMs) are hampered by uncertainties in physicochemical parameterizations, whereas AI-only approaches sacrifice interpretability for predictive power. Here, we introduce ProN...

Huang-Jian Wu, Zi-Fa Wang, Yuan-Hang Zhang et al. · National Science Review · 0 citations

Review Aug 2026

Intern-S2-Preview: Scientific Agentic Foundation Model

Evaluations across scientific, multimodal, agentic, and general-purpose benchmarks show that Intern-S2-Preview-397B achieves competitive or leading results in multiple settings.

Lei Bai, Jiaqi Cao, Chiyu Chen et al. · 3 citations

Preprint Jul 2026

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

The proposed LLM agent early-stopping cascade outperforms the best single-gate baseline in every model-environment pair, saving 1.5-8.8 times more compute at a 90% recall target.

Kai Ruan, Zihe Huang, Ziqi Zhou et al. · 1 citation