Author

W. Jin

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Open access Aug 2026

Multimodal artificial intelligence for personalized hepatocellular carcinoma treatment strategy selection

Embedding-Augmented Extra Trees (ET-Emb), a novel model fusing structured clinical variables with contextual text embeddings derived from medical histories and radiology reports, delivers accurate, multi-treatment strategy prediction for HCC.

W. Feng, S. Liu, Z. Yang et al. · medRxiv · 0 citations

Preprint Aug 2026

OptiMAS: Automatically Optimize Multi-Agent System

This work presents OptiMAS, a task-agnostic agentic optimizer that leverages textual interaction trajectories and task feedback as loss signals for end-to-end MAS evolution and sustains performance improvement over extended optimization horizons.

Yuxin Cheng, Chang Liu, Hanxin Yu et al. · 0 citations