Graph Neural Networks

concepts · 14 notes linked

Related: Transformers · Amazon · Google · Hugging Face · Machine Learning · Deepmind · Aws · Knowledge Graphs

Notes

• A New AI Research Introduces EXPHORMER: A Framework For Scaling Graph Transformers While Slashing Costs — Expander-graph sparse attention scales graph transformers to linear complexity
• From Graph ML to Deep Relational Learning | Towards Data Science — GNN principles unified via relational logic and symmetry perspective
• GitHub - amazon-science/co-with-gnns-example — Physics-inspired GNNs solving NP-hard combinatorial optimization via QUBO relaxation
• Goal-directed graph construction using reinforcement learning — RL agent with GNNs constructs graphs optimizing target structural properties
• Google AI Introduces GraphWorld: A Methodology For Analyzing The Performance Of GNN Architectures On Millions Of Synthetic Benchmark Datasets — GraphWorld uses synthetic graphs to benchmark GNNs beyond standard academic datasets
• Google DeepMind's AI Weather Forecaster Handily Beats a Global Standard — DeepMind's GraphCast beats ECMWF across 90% of atmospheric variables
• Gradient Ascent #10 — Overview of graph neural networks, knowledge graphs, and GNN problem settings
• Graph Classification with Transformers — Tutorial fine-tuning Microsoft Graphormer for graph classification via HuggingFace Transformers
• Introduction to Graph Machine Learning — Graph neural network fundamentals from representations to transformers
• Neural Structured Learning | TensorFlow — TensorFlow framework for training with explicit graph or adversarial structure
• PinSage: A new graph convolutional neural network for web-scale recommender systems — Web-scale random-walk GCN for billion-node Pinterest recommender system
• Temporal Graph Neural Networks for Multi-Product Time Series Forecasting — Temporal GNNs modeling cross-SKU dependencies for retail sales forecasting
• Towards understanding glasses with graph neural networks — DeepMind GNN predicts particle mobility in glass to illuminate glass transition
• Welcome to the UvA Deep Learning Tutorials! — University of Amsterdam Jupyter notebook deep learning course covering PyTorch and JAX