🕸️ Graph Neural Networks - hussoster · Scour

Non-linear mechanical field reconstruction coupling recurrent neural networks with physics-informed graph neural networks

🔄LSTM Networks Academic

Outage Detection in Self-Healing Smart Grids Using Reinforcement Learning with Spectral Graph Neural Networks

🎮Reinforcement Learning Academic

Vessel Traffic Flow Prediction on Sparse Data via Spatio-Temporal Graph Neural Networks with a Learnable Tweedie Head

🔄LSTM Networks Academic

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

🧠Deep Learning Academic

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

🧠Neural Network Architectures Academic

Q-GNN: Query-Conditioned Graph Neural Networks with Type Awareness for Knowledge Graph Completion

🗄️Vector Databases Academic

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

🚀Model Deployment Academic

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

🧠Neural Network Architectures Academic

Sampling Triangulations and Calabi-Yau Threefolds with Autoregressive GNNs

📈Time Series Forecasting Academic

PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

🎲Synthetic Data Generation Academic

What Makes a Desired Graph for Relational Deep Learning?

🧠Deep Learning Academic

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

🧠Neural Network Architectures Academic

Analog Quantum Asynchronous Event-Based Graph Neural Network

🎮Reinforcement Learning Academic

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

🔄Sequence-to-Sequence Models Academic

Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

📈Time Series Forecasting Academic

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

🎯Recommendation Systems Academic

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

🧠Neural Network Architectures Academic

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

🧠Neural Network Architectures Academic

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

🗄️Vector Databases Academic

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

🎮Reinforcement Learning Academic

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