output
20072026
most citedFederated Learning Enables Big Data for Rare Cancer Boundary Detection

390 citations

94 papers

cs.AI2026

Reviewing Model Collapse and Countermeasures

Xihao Xie, Beichen Hu

Driven by massive amounts of web-scale data, generative AI (GenAI) has achieved remarkable progress, enabling various applications in diverse sectors. The advances of GenAI have ac…

cs.LG2026

KindSleep: Knowledge-Informed Diagnosis of Obstructive Sleep Apnea from Oximetry

Micky C Nnamdi, Wenqi Shi, Cheng Wan +4

Obstructive sleep apnea (OSA) is a sleep disorder that affects nearly one billion people globally and significantly elevates cardiovascular risk. Traditional diagnosis through poly…

eess.IV2026★ 2 cited

Scale-aware Adaptive Supervised Network with Limited Medical Annotations

Zihan Li, Dandan Shan, Yunxiang Li +2

Medical image segmentation faces critical challenges in semi-supervised learning scenarios due to severe annotation scarcity requiring expert radiological knowledge, significant in…

quant-ph2025★ 1 cited

Quantum Entanglement Control in Two-Spin-1/2 NMR Systems Through Magnetic Fields and Temperature

Fatemeh Khashami, Stefan Glöggler

We investigate quantum entanglement in two-spin-1/2 NMR systems at thermal equilibrium under external magnetic fields. We derive closed-form analytical expressions for the entangle…

physics.med-ph2025★ 1 cited

MC BTS: simultaneously resolving magnetization transfer effect and relaxation for multiple components

Albert Jang, Hyungseok Jang, Nian Wang +2

We propose a signal acquisition and modeling framework for multi-component tissue quantification that encompasses transmit field inhomogeneity, multi-component relaxation and magne…

cs.CV2025

Deformable Image Registration for Self-supervised Cardiac Phase Detection in Multi-View Multi-Disease Cardiac Magnetic Resonance Images

Sven Koehler, Sarah Kaye Mueller, Jonathan Kiekenap +6

Cardiovascular magnetic resonance (CMR) is the gold standard for assessing cardiac function, but individual cardiac cycles complicate automatic temporal comparison or sub-phase ana…