4 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…
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…