Author

Xidong Wang

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#natural language process... Preprint Oct 2026

SAIL: Scientific Agentic Intelligence via a Science-Aware Loop

We introduce SAIL, an open model with 35B total and 3B active parameters for literature research, scientific coding, and multi-step research workflows. SAIL is developed through a science-aware improvement loop: agents built on frontier AI models analyze its task failures and construct training tasks that address the u...

Sai-Shuai Sun, Bryan Dai, Che Liu et al. · 0 citations

Preprint Aug 2026

DeCo-MIL: Debiased Counterfactual Reasoning for Long-Tailed Whole Slide Image Analysis

DeCo-MIL is proposed for long-tailed WSI analysis, which jointly alleviates the nested dual long-tail through frequency-debiased counterfactual reasoning and achieves state-of-the-art performance in both tail-class recognition and overall classification.

Xiao-Xiao Li, Xi-Tong Ling, Jiawen Li et al. · 0 citations