4 papers
Query-Conditioned Knowledge Alignment for Reliable Cross-System Medical Reasoning
Yan Jiao, Jingran Xu, Pin-Han Ho +1
Cross-domain knowledge alignment is essential for integrating heterogeneous medical systems, yet existing approaches typically treat entity alignment as a static matching problem,…
Knowledization: Claim-Level Epistemic Control with Admissibility, Source Support, and Real-World Proxy Boundaries
Yan Jiao, Pin-Han Ho, Limei Peng +1
Near field mmWave sensing is poised to play a key role in future wireless systems, enabling environment-aware, embodied, and application adaptive operation under stringent form-fac…
Task-Aware Identifiability: Observation Quotients, Statistical Geometry, and Representation Accessibility
Yan Jiao, Pin-Han Ho, Limei Peng +1
Intelligent systems often assume observations contain the information required for a task. This fails struc- turally when a declared mechanism assigns identical ob- servation laws…
Epistemic Memory: A Validity Layer for Self-Maintaining Intelligent Systems
Pin-Han Ho, Limei Peng, Yiming Miao +1
AI memory mechanisms primarily focus on preserving information content, often neglecting the validity conditions under which knowledge remains applicable, leading to semantic coord…