2 papers
cs.IT2026
Knowledization: Claim-Level Epistemic Control with Admissibility, Source Support, and Real-World Proxy Boundaries
Pin-Han Ho, Yan Jiao, Haoran Mei +6
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…
cs.AR2026
Task-Aware Identifiability: Observation Quotients, Statistical Geometry, and Representation Accessibility
Pin-Han Ho, Yan Jiao, Limei Peng +5
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…