Researchers Propose a Novel Representation Learning Framework to Address the Lack of Causal Characterization in Deep Learning Models

Recently, researchers introduced a new representation learning framework that integrates causal inference with graph neural networks—CauSkelNet, which can be used to model the causal relationships and ...
Scientific Research Publishing

Bondy, J.A. and Murty, U.S.R. (1976) Graph Theory with Applications. Macmillan, London and Elsevier.

ABSTRACT: For a simple undirected graph G, let A( G ) be the (0, 1) adjacency matrix of G. The Seidel matrix of G, is defined as S( G )=J−I−2A( G ) , where J is the all-one matrix and I is the ...
cmu.edu

Using Graph Theory, Ph.D. Student Jane JaeYeon Pyo Demystifies Financial Statements

Jane JaeYeon Pyo, a third-year Tepper School of Business doctoral student, has developed a way to measure the distances between financial statements and a novel method of interpreting them, offering a ...
Quanta Magazine

Computer Scientists Establish the Best Way to Traverse a Graph

If you’ve been making the same commute for a long time, you’ve probably settled on what seems like the best route. But “best” is a slippery concept. Perhaps one day there’s an accident or road closure ...
marktechpost

Diagram of Thought (DoT): An AI Framework that Models Iterative Reasoning in Large Language Models (LLMs) as the Construction of a Directed Acyclic Graph (DAG) within a Single ...

Previous research on reasoning frameworks in large language models (LLMs) has explored various approaches to enhance problem-solving capabilities. Chain-of-Thought (CoT) introduced articulated ...
GitHub

Graph theory graphs or "pentagram"

Now that Mermaid uses Cytoscape.js for the Mindmap diagrams it will be possible to add support for the graph theory graphs. Something like the examples in the https ...
IEEE

A reliability analysis method based on signed directed graph

Abstract: The Signed Directed Graph (SDG) is a qualitative fault diagnosis method grounded in graph theory, effectively illustrating the relationships between variables in complex systems and ...