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Wi-Fi sensing accuracy jumps to 92.83% by decomposing CSI into trajectory-guided tokens that capture complex temporal dynamics.
A progressive four-stage framework that addresses three clinically critical gaps in TCM prescription generation and substantially improves prescription quality over zero-shot baselines is proposed, with a 7B model (Mistral-7B) surpassing zero-shot GPT-5 on all three TCM evaluation metrics.
A Unification Framework for Multimodal Data (UFMD) is introduced, which automatically processes tongue and pulse images into structured, clinically standard descriptions, integrating multi-source diagnostic information into a unified digital record of I-AOI-P process.
TCMaster is presented, a property-graph query substrate for confidence-aware traversal and workload-guided physical design over Traditional Chinese Medicine KGs, which integrates pharmacopoeias, prescriptions, molecular databases, and LLM-extracted micro-semantics into a KG with approximately 221K entities and 723K base edges.
Achieving a 15.4% shift in LLM sycophancy control with a method that ensures predictable and gradual adjustments could redefine user interactions with AI.