Graph Neural Networks

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Crop Recommendation and Agricultural Query Answering System Using Spatio-Temporal Graph Neural Networks and Hybrid Retrieval Augmentation

 🔍RAG  Content type: Academic
arxiv.org·

HDST-GNN: Heterogeneous Dynamic Spatiotemporal Graph Neural Networks for Multi-Object Tracking in UAV Aerial Imagery

 🔬AI Research  Content type: Academic
arxiv.org·

Pharmacogenomic Knowledge Graph Augmentation for Graph Neural Network-Based Drug-Drug Interaction Prediction

 🕸️Knowledge Graphs  Content type: Academic
arxiv.org·

Human-Centered AI for Safe Shuttle Car Routing in Underground Room-and-Pillar Coal Mines Using Graph Neural Networks

 👁️Multimodal AI  Content type: Academic
arxiv.org·

Beyond Soft Masks: Hard-Perturbation Mixup Explainer for Robust GNN Explainability

 📐Embeddings  Content type: Academic
arxiv.org·

Sampling Triangulations and Calabi-Yau Threefolds with Autoregressive GNNs

 🧠LLMs  Content type: Academic
arxiv.org·

EssentialGIN: a new approach for gene essentiality prediction based on graph isomorphism neural networks

 🗄️Vector Databases  Content type: Academic
arxiv.org·

Analog Quantum Asynchronous Event-Based Graph Neural Network

 Inference  Content type: Academic
arxiv.org·
Less-relevant results

GraphInfer-Bench: Benchmarking LLM's Inference Capability on Graphs

 🎛️Fine-tuning  Content type: Academic
arxiv.org·

What Makes a Desired Graph for Relational Deep Learning?

 🧠LLMs  Content type: Academic
arxiv.org·

AttackPathGNN: Cross-function vulnerability detection in smart contracts using state interference graphs and conjunction pooling

 🧠Reasoning Models  Content type: Academic
arxiv.org·

GLACIER: A Multimodal Student-Teacher Foundation Model for Molecular Property Prediction

 🧠LLMs  Content type: Academic
arxiv.org·

Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

 🌐World Models  Content type: Academic
arxiv.org·

The Post-GCN Decade Revisited: Curvature-Stratified Evaluation of Relational Learning

 🔬AI Research  Content type: Academic
arxiv.org·

Efficient Traffic Prediction at Scale: A Systematic Study of STGCN Architectural Depth

 Inference  Content type: Academic
arxiv.org·

SoccerNet 2026 Player-Centric Ball-Action Spotting:Retraining and Post-Processing Extensions to the FOOTPASS Baselines

 👁️Multimodal AI  Content type: Academic
arxiv.org·

WebKnoGraph: GNN-Powered Internal Linking

 🗄️Vector Databases  Content type: Academic
arxiv.org·

MatMind: A Structure-Activity Knowledge-Driven Generative Foundation Model for Materials Science

 🎯Reinforcement Learning  Content type: Academic
arxiv.org·

SwarmSense-DNN: A Trustworthy and Decentralized Neural Framework for Proactive Anomaly Defense in Consumer IoT

 🤖AI Agents  Content type: Academic
arxiv.org·

Probabilistic Contrastive Pretraining for Multi-task ADME Property Prediction

 🧪Synthetic Data  Content type: Academic
arxiv.org·
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