19 papers
Orchra: Stateful-aware Cross-slice Workload Migrations in the 6G Control Plane
Anthony Kiggundu, Bin Han, Hans D. Schotten
Network slicing is a foundational capability of Fifth Generation (5G)-Advanced and emerging Sixth Generation (6G) networks, yet practical support for seamless runtime slice transit…
GDPR-Aware Trajectory Sharing for ISAC-Assisted Robot Navigation: A Case Study on FID-Constrained Collision Prediction
Zexin Fang, Bin Han, Donglin Wang +2
Integrated sensing and communication (ISAC) enables intelligent wireless infrastructure but raises growing regulatory concern as fine-grained personal trajectory histories become a…
Balancing Functionality and GDPR-Driven Privacy in ISAC Trajectory Sharing
Zexin Fang, Bin Han, Zhuojun Tian +1
Integrated Sensing and Communications (ISAC) enables trajectory sharing that enhances beamforming, resource allocation, and cooperative perception, yet raises fundamental privacy c…
Covariance-Aware Demapping on Fourier-Curve Constellations
Bin Han, Muxia Sun, H. Vincent Poor +1
Injecting artificial noise (AN) along the tangent space of a curved constellation makes each transmitted symbol induce a Gaussian observation with a symbol-dependent rank-one covar…
The Price of Ignorance: Information-Free Quotation for Data Retention in Machine Unlearning
Bin Han, Di Feng, Zexin Fang +2
When users exercise data deletion rights under the General Data Protection Regulation (GDPR) and similar regulations, mobile network operators face a tradeoff: excessive machine un…
Continuous-time Online Learning via Mean-Field Neural Networks: Regret Analysis in Diffusion Environments
Erhan Bayraktar, Bingyan Han, Ziqing Zhang
We study continuous-time online learning where data are generated by a diffusion process with unknown coefficients. The learner employs a two-layer neural network, continuously upd…