Publications (12)
From Snapshot Sensing to Persistent EM World Modeling: A Generative-Space Perspective for ISAC
Pin-Han Ho, Haoran Mei, Limei Peng +3
Electromagnetic (EM) world modeling is emerging as a foundational capability for environment-aware and embodiment-enabled wireless systems. However, most existing mmWave sensing so…
A Novel Framework of K-repetition Grant-free Access via Diversity Slotted Aloha (DSA)
Haoran Mei, Limei Peng, Pin-Han Ho
This article introduces a novel framework of multi-user detection (MUD) for K-repetition grant-free non-orthogonal multiple access (K-GF-NOMA), called iterative interference c…
Joint Power Minimization Over Multi-Carrier Two-Way Relay Networks
Zhi Chen, Pin-Han Ho, Li Mei Peng
The study considers a three-node, two-way relaying network (TWRN) over a multi-carrier system, aiming to minimize the total power consumption of all the transmit and receiver activ…
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,…
Frequency as Aperture: Enabling Embeddable Near-Field Sensing for 6G Wireless Radios
Pin-Han Ho, Limei Peng, Yiming Miao +4
Integrated sensing and communication (ISAC) is expected to be natively supported by future 6G wireless radios, yet most mmWave sensing solutions still rely on dedicated radar hardw…
Low-Complexity Algorithm for Stackelberg Prediction Games with Global Optimality
Tong Wei, Yangjie Xu, Xinlin Wang +4
Stackelberg prediction games (SPGs) model strategic data manipulation in adversarial learning via a leader--follower interaction between a learner and a self-interested data provid…
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…
On Achieving High-Fidelity Grant-free Non-Orthogonal Multiple Access
Haoran Mei, Limei Peng, Pin-Han Ho
Grant-free access (GFA) has been envisioned to play an active role in massive Machine Type Communication (mMTC) under 5G and Beyond mobile systems, which targets at achieving signi…
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…
QoS Guaranteed Energy Minimization Over Two-Way Relaying Networks
Zhi Chen, Pin-Han Ho
In this work, we consider a typical three-node, two-way relaying network (TWRN) over fading channels. The aim is to minimize the entire system energy usage for a TWRN in the long r…
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…
FaA-CAF: Modular Single-RF-Chain Near-Field mmWave Sensing via Clip-On Antenna Fabric
Pin-Han Ho, Haoran Mei, Limei Peng +5
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…