IEEE

SaaN 2L-GRL: Two-Level Graph Representation Learning Empowered With Subgraph-as-a-Node

Abstract: In this study, we propose a novel graph representation learning (GRL) model, called Two-Level GRL with Subgraph-as-a-Node (SaaN 2L-GRL in short), that partitions input graphs into smaller ...
IEEE

NAGphormer+: A Tokenized Graph Transformer With Neighborhood Augmentation for Node Classification in Large Graphs

Abstract: Graph Transformers, emerging as a new architecture for graph representation learning, suffer from the quadratic complexity and can only handle graphs with at most thousands of nodes. To this ...
BMJ

State-of-the-art performance of deep learning methods for pre-operative radiologic staging of colorectal cancer lymph node metastasis: a scoping review

Objectives To assess the current state-of-the-art in deep learning methods applied to pre-operative radiologic staging of colorectal cancer lymph node metastasis. Specifically, by evaluating the data, ...
GitHub

Workflow Editor via MCP App

The scheduled tasks feature (#3) needs a way for users to view and edit workflow recipes. Instead of building a custom workflow editor in our frontend, the workflow editor could be an MCP app — an ...