5 papers
Geometrical Cross-Attention and Nonvoid Voxelization for Efficient 3D Medical Image Segmentation
Chenxin Yuan, Shoupeng Chen, Haojiang Ye +3
Accurate segmentation of 3D medical scans is crucial for clinical diagnostics and treatment planning, yet existing methods often fail to achieve both high accuracy and computationa…
Observability Engineering: From Measurement to Information Generation in Active Sensing Systems
Pin-Han Ho, Haoran Mei, Limei Peng +3
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
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…
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…
SNOMED CT-powered Knowledge Graphs for Structured Clinical Data and Diagnostic Reasoning
Dun Liu, Qin Pang, Guangai Liu +5
The effectiveness of artificial intelligence (AI) in healthcare is significantly hindered by unstructured clinical documentation, which results in noisy, inconsistent, and logicall…