3 papers
cs.AI2026
Sensor-Conditioned Representation Learning via Scene-Relevant Observation Quotients
Yan Jiao, Pin-Han Ho, Limei Peng
Learned representations in intelligent sensing systems are often evaluated by reconstruction fidelity or downstream prediction accuracy, but these criteria do not specify which lat…
cs.IT2026
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…
cs.AR2026
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…