5 papers · 1 filter
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,…
Multi-Agent Honeypot-Based Request-Response Context Dataset for Improved SQL Injection Detection Performance
Hao Yu, Hui Li, FengYuan Shi +4
SQL injection remains a major threat to web applications, as existing defenses often fail against obfuscation and evolving attacks because of neglecting the request-response contex…
Observability Engineering: From Measurement to Information Generation in Active Sensing Systems
Pin-Han Ho, Limei Peng
This article develops a four stage observability engineering framework for interaction driven sensing. The framework integrates physical modeling, information geometry, symmetry re…
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…