灣區聯校科研 · 學術發表

Building the "International TCM Data Port": A Cross-Border Citizen Science Paradigm for the "Data Element ×" Strategy

Scaling Laws Hit a Wall: Mitigating Semantic Sorting Collapse in Medical LLMs via the HoloAuditor Topological Guardrail

When Embodied AI Meets Topology: A Topological Circuit Breaker for OpenClaw and Industrial Agents

HoloTSH: A Neuro-Symbolic Tensor Logic for TCM Modernization via Mathematical Isomorphism and Theoretical Guarantees

具身智能「生存動機」的內在風險與拓撲物理斷路器（HoloBlocker）治理架構前瞻

Opening Pandora's Box: The Existential Threat of Survival-Driven AI and the Urgent Need for Topological Circuit Breakers

「神農 AI」生態體系：構建青少年體質數據的「數字長城」 — The "ShenNong AI" Ecosystem

K12 AI 驅動科研網絡：耦合數據生產與人才創新的新範式

HoloAegis: Frozen Representation, Topological Inference — Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails

Split-Learning and Split-Inference Privacy Defenses Fail Under Strong Attackers: A Metric-Agnostic Dual-Track Empirical Audit of Representation Leakage