Topology reveals the hidden rules of amorphous materials: Softness arises from hierarchical structures

Why do glass and other amorphous materials deform more easily in some regions than in others? A research team from the University of Osaka, the National Institute of Advanced Industrial Science and ...

A deep look into the unique structure and behavior of confined water

Despite being one of the most familiar substances on Earth, water holds many secrets that scientists are still working to ...

Pulan Network Applies for Patent on Advanced Mathematics Problem-Solving Model, **Thinking Chain** Reasoning Assists AI in Accurate Problem Solving

Reinforcement Method for Problem-Solving Model Based on Hierarchical Thinking Chains ...
EMBO Press

A call for a unified and multimodal definition of cellular identity in the enteric nervous system

The enteric nervous system (ENS), the largest division of autonomic nervous system, is a tantalizing frontier in neuroscience. With the advent of single-cell transcriptomics, the ENS has been ...
IEEE

Scalable Co-Clustering for Large-Scale Data Through Dynamic Partitioning and Hierarchical Merging

Abstract: Co-clustering simultaneously clusters rows and columns, revealing more fine-grained groups. However, existing co-clustering methods suffer from poor scalability and cannot handle large-scale ...
Frontiers

A Precision Grading Method for Walnut Leaf Brown Spot Dis-ease Integrating Hierarchical Feature Selection and Dynamic Multi-Scale Convolution

The final, formatted version of the article will be published soon. Brown spot disease (caused by Ophiognomonia leptostyla) is one of the most destructive fungal diseases in walnut cultivation.
IEEE

D2D-Assisted Hierarchical Federated Learning With Clustering Based on Graph Convolutional Networks

Abstract: Federated Learning (FL) is a popular privacy-preserving machine learning paradigm, enabling collaborative training among distributed devices coordinated by a central server, without ...
Health News Florida

USF professor focuses Fulbright award on fighting cancer in Ethiopia

Bayesian hierarchical methods and survival analysis might seem esoteric to most of us, but Dr. Getachew Dagne speaks on the subject with ease. In fact, the professor of biostatistics in USF’s College ...
GitHub

A self-supervised clustering method combining adversarial autoencoders with cross-attention-based graph convolutional networks (GCN) for cell type identification in scRNA-seq ...

The code runs under Python 3.9.20 and Pytorch 2.3.1+cu121. Create a PyTorch environment and install required packages, such as "numpy", "pandas", "scikit-learn ...