[HTML][HTML] Multimodal large language models in health care: applications, challenges, and future outlook
In the complex and multidimensional field of medicine, multimodal data are prevalent and
crucial for informed clinical decisions. Multimodal data span a broad spectrum of data types …
crucial for informed clinical decisions. Multimodal data span a broad spectrum of data types …
Prototype-oriented hypergraph representation learning for anomaly detection in tabular data
S Li, Y Lu, S Jiu, H Huang, G Yang, J Yu - Information Processing & …, 2025 - Elsevier
Anomaly detection in tabular data holds significant importance across various industries
such as manufacturing, healthcare, and finance. However, existing methods are constrained …
such as manufacturing, healthcare, and finance. However, existing methods are constrained …
AD-NEv: A Scalable Multilevel Neuroevolution Framework for Multivariate Anomaly Detection
Anomaly detection tools and methods present a key capability in modern cyberphysical and
failure prediction systems. Despite the fast-paced development in deep learning …
failure prediction systems. Despite the fast-paced development in deep learning …
IoT-FKGDL-SL: Anomaly Detection Framework Integrating Knowledge Distillation and a Swarm Learning for 5G IoT
L Tang, E Kou, W Zhang, Q Wu… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Anomaly detection using multivariate time series (MTS) is critical for detecting abnormal
traffic and device failures in 5G Internet of Things (IoT) devices. The current anomaly …
traffic and device failures in 5G Internet of Things (IoT) devices. The current anomaly …
Transformer-based Multivariate Time Series Anomaly Localization
C Shimillas, K Malialis, K Fokianos… - arXiv preprint arXiv …, 2025 - arxiv.org
With the growing complexity of Cyber-Physical Systems (CPS) and the integration of Internet
of Things (IoT), the use of sensors for online monitoring generates large volume of …
of Things (IoT), the use of sensors for online monitoring generates large volume of …