Correlation-aware spatial–temporal graph learning for multivariate time-series anomaly detection
Multivariate time-series anomaly detection is critically important in many applications,
including retail, transportation, power grid, and water treatment plants. Existing approaches …
including retail, transportation, power grid, and water treatment plants. Existing approaches …
[HTML][HTML] Graph spatiotemporal process for multivariate time series anomaly detection with missing values
The detection of anomalies in multivariate time series data is crucial for various practical
applications, including smart power grids, traffic flow forecasting, and industrial process …
applications, including smart power grids, traffic flow forecasting, and industrial process …
Multimodal pretraining for unsupervised protein representation learning
VTD Nguyen, TS Hy - Biology Methods and Protocols, 2024 - academic.oup.com
Proteins are complex biomolecules essential for numerous biological processes, making
them crucial targets for advancements in molecular biology, medical research, and drug …
them crucial targets for advancements in molecular biology, medical research, and drug …
Multimodal protein representation learning and target-aware variational auto-encoders for protein-binding ligand generation
Without knowledge of specific pockets, generating ligands based on the global structure of a
protein target plays a crucial role in drug discovery as it helps reduce the search space for …
protein target plays a crucial role in drug discovery as it helps reduce the search space for …
Trustworthy graph neural networks: aspects, methods, and trends
Graph neural networks (GNNs) have emerged as a series of competent graph learning
methods for diverse real-world scenarios, ranging from daily applications such as …
methods for diverse real-world scenarios, ranging from daily applications such as …
Complex-based Ligand-Binding Proteins Redesign by Equivariant Diffusion-based Generative Models
Proteins, serving as the fundamental architects of biological processes, interact with ligands
to perform a myriad of functions essential for life. The design and optimization of ligand …
to perform a myriad of functions essential for life. The design and optimization of ligand …