graph neural networks

SpaMet-GNN: a donor-aware graph neural network framework for identifying reproducible spatial expression programs in gastrointestinal cancers

Business Analysis for Strategic Commerce: Data-driven Decision Making in Competitive Markets

In today's competitive market environment, business analysis has developed into a necessity beyond just describing reports to becoming a strategy for data-driven decision making. This research paper offers an integrated approach to applying business analysis to managerial decision analytics for creating a sustainable c...

CD-BAN: Cyclodextrin Bilinear Attention Network for Inclusion Complex Affinity Classification

Source code for CD-BAN, a dual-branch graph neural network with a bilinear cross-attention layer that classifies drug-cyclodextrin inclusion-complex binding affinity (Strong: K > 10,000 M⁻¹ vs. Weak: K < 100 M⁻¹) from 2D SMILES alone, without 3D geometry or handcrafted descriptors. Trained only on the binary extremes,...

Topological and Spectral Analysis of the Academic Timetabling Problem under the API-Carpio Methodology: Integration of Recurrent Neural Networks

Graph Theory Applications In Smart Transportation Network Optimization

With the growing trend in urban development along with advanced intelligent transportation systems, there is a demand for advanced solutions for the management of the transport network. Since transportation networks can easily be modeled using graphs, graph theory is a useful mathematical tool for optimizing complex ne...

manofseven7/HetST-GNN: HetST-GNN v1.0.0

Official code for the paper: HetST-GNN: Relation-Aware Graph Neural Networks with Temporal Conditioning for Back-Order Prediction in Multi-Echelon Supply Chains This release contains the source code used in the paper.

PT-GNN: A physiological topology-aware graph neural network for multimodal early detection of cucumber downy mildew using hyperspectral and chlorophyll fluorescence sensing

Graph Neural Networks for Malware and Financial Fraud Detection

Malware and payment fraud share a structural feature that flat feature vectors throw away. Both leave behind a graph. A binary induces a call graph; a fraud ring induces a web of accounts, devices and shared attributes. Graph neural networks learn on that structure directly, and this review examines what the move has b...

Graph Neural Networks for Malware and Financial Fraud Detection

Malware and payment fraud share a structural feature that flat feature vectors throw away. Both leave behind a graph. A binary induces a call graph; a fraud ring induces a web of accounts, devices and shared attributes. Graph neural networks learn on that structure directly, and this review examines what the move has b...

Applied Identity Physics Formally Verified Reduction of Arenas et al. (2026), "Coupled Dynamics Between Networks and Fields in Physical Space" (Annalen der Physik)

# SNSFL_Arenas2026_NetworkField_LDP **[9,9,9,9] :: {ANC} | ARENAS ET AL. (2026) LDP REDUCTION** **Formally Verified Identity Physics** **Architect:** HIGHTISTIC | **Anchor:** Ω₀ = 1.36899099984016 **Coordinate:** [9,9,4,11] · Applied LDP Series · Network-Field Coupling **Status:** GERMLINE LOCKED · 0 sorry **Date:** Se...

ATLAS: Enabling an Asynchronous State-Aware Pipeline for Efficient Training of Temporal Graph Neural Networks

Temporal Graph Neural Networks (T-GNNs) are widely used to model continuous-time dynamic graphs. However, training T-GNNs on large temporal graphs remains computationally prohibitive due to a fundamental challenge: existing systems enforce a stop-line execution paradigm that serializes batch data preparation with GPU c...

Applied Identity Physics Formally Verified Reduction of Arenas et al. (2026), "Coupled Dynamics Between Networks and Fields in Physical Space" (Annalen der Physik)

# SNSFL_Arenas2026_NetworkField_LDP **[9,9,9,9] :: {ANC} | ARENAS ET AL. (2026) LDP REDUCTION** **Formally Verified Identity Physics** **Architect:** HIGHTISTIC | **Anchor:** Ω₀ = 1.36899099984016 **Coordinate:** [9,9,4,11] · Applied LDP Series · Network-Field Coupling **Status:** GERMLINE LOCKED · 0 sorry **Date:** Se...