TGraphX

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Research Notes

TGraphX technical research note — 30 articles on graph learning, tensor-valued GNN, PyTorch research engineering.

Research Note
Semi-Supervised Node Classification: TGraphX vs Traditional Approaches
October 01, 2026 · 9 min read
Research Note
Graph Spectral Analysis with TGraphX
September 20, 2026 · 8 min read
Research Note
Over-Smoothing in Deep GNNs: Causes and Mitigations
September 18, 2026 · 8 min read
Research Note
Calibration and Uncertainty in GNN Predictions
September 11, 2026 · 8 min read
Research Note
A Practical GNN Reproducibility Checklist with Code
August 29, 2026 · 12 min read
Research Note
Explaining Tensor GNNs: Saliency, Integrated Gradients, and Edge Attribution
August 17, 2026 · 9 min read
Research Note
Multi-Modal Nodes: Images, Volumes, and Sequences as Tensor Node States
August 16, 2026 · 9 min read
Research Note
Tensor Shape Semantics for GNN Researchers: A Notation Guide
August 14, 2026 · 9 min read
Research Note
Graph Reinforcement Learning as an MDP over Tensor States
August 11, 2026 · 10 min read
Research Note
Multi-Objective Graph Optimization: NSGA-II and Pareto Fronts in TGraphX
August 09, 2026 · 9 min read
Research Note
Measuring Generated Graphs: Validity, Uniqueness, Novelty, Diversity, and MMD
August 06, 2026 · 9 min read
Research Note
Graph-Level Tensors: Pooling and Readout for Structured Node States
August 05, 2026 · 9 min read
Research Note
k-Hop Neighborhoods and Locality in Tensor Message Passing
August 04, 2026 · 9 min read
Research Note
Knowledge Graph Scoring Functions: TransE, DistMult, ComplEx, and RotatE in TGraphX
August 02, 2026 · 10 min read
Research Note
Mini-Batch Sampling Math: NeighborLoader, GraphSAINT, and Cluster-GCN in TGraphX
August 01, 2026 · 10 min read
Research Note
Graph Attention over Feature Maps: TensorGATLayer Internals and Honest Limits
July 27, 2026 · 10 min read
Research Note
Permutation Equivariance in Tensor GNNs: What TGraphX Guarantees and Tests
July 26, 2026 · 9 min read
Research Note
Tensor-Valued Edges in TGraphX: Relations as Structured Feature Maps
July 25, 2026 · 9 min read
Research Note
Topology vs Feature Geometry: Two Spaces Every Tensor Graph Lives In
July 24, 2026 · 9 min read
Research Note
Inside Tensor Message Passing: The φ → AGG → ψ Pipeline in TGraphX
July 22, 2026 · 9 min read
Research Note
A 60-Day Review Plan for a New Graph Learning Framework Website
July 21, 2026 · 8 min read
Research Note
What We Can and Cannot Infer from a GNN Library's Source Code
July 17, 2026 · 8 min read
Research Note
Reproducibility Checklists for Tensor-Valued GNN Experiments
July 10, 2026 · 8 min read
Research Note
Stability Labels in Research Software: Why Beta and Experimental Matter
July 03, 2026 · 8 min read
Research Note
What Can Be Parallelized in a Tensor-Valued Graph Pipeline?
June 27, 2026 · 10 min read
Research Note
How Optimized Is TGraphX? A Source-Grounded Performance Review
June 22, 2026 · 10 min read
Research Note
Open-Source Readiness for GNN Research: A Practical Checklist
June 21, 2026 · 7 min read
Research Note
.tgx Artifacts: Schema-Stable Experiment Packaging for GNN Research
June 18, 2026 · 5 min read
Research Note
Research Integrity in Graph Learning: What Benchmarks Don't Tell You
May 30, 2026 · 5 min read
Research Note
Research Reproducibility in GNN Projects: Lessons from TGraphX
May 25, 2026 · 5 min read

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