TGraphX Insights https://tgraphx.com Technical articles, tutorials, and research notes about TGraphX — tensor-aware GNN for PyTorch. en Wed, 03 Jun 2026 09:32:17 +0000 Neighbor Sampling in TGraphX: Scaling GNNs to Large Graphs https://tgraphx.com/articles/neighbor-sampling-tgraphx-large-graphs/ https://tgraphx.com/articles/neighbor-sampling-tgraphx-large-graphs/ Wed, 03 Jun 2026 09:30:00 +0000 A tutorial on neighbor sampling GNN large graph pytorch. Part of the TGraphX technical documentation series. Tutorial Schema-Aware Neural Architectures for Structured Data https://tgraphx.com/articles/neuroschemax-schema-aware-neural-architecture/ https://tgraphx.com/articles/neuroschemax-schema-aware-neural-architecture/ Tue, 02 Jun 2026 09:30:00 +0000 Why schema awareness matters in deep learning over structured data, and the design direction that schema-aware architectures take. Package Graph Reinforcement Learning with TGraphX: A Practical Introduction https://tgraphx.com/articles/graph-reinforcement-learning-tgraphx/ https://tgraphx.com/articles/graph-reinforcement-learning-tgraphx/ Mon, 01 Jun 2026 09:30:00 +0000 A tutorial on graph reinforcement learning pytorch. Part of the TGraphX technical documentation series. Tutorial When Flat Vector Node Features Are Insufficient for Your GNN Task https://tgraphx.com/articles/flat-vector-node-features-insufficient-gnn/ https://tgraphx.com/articles/flat-vector-node-features-insufficient-gnn/ Sun, 31 May 2026 09:30:00 +0000 A decision guide: when flat node feature vectors work well, when they break, and how to tell which category your task falls into. Article Research Integrity in Graph Learning: What Benchmarks Don't Tell You https://tgraphx.com/articles/graph-learning-research-integrity-benchmarks/ https://tgraphx.com/articles/graph-learning-research-integrity-benchmarks/ Sat, 30 May 2026 09:30:00 +0000 A research note on graph learning research integrity benchmarks. Part of the TGraphX technical documentation series. Research Note Knowledge Graph Embedding with Tensor Features in TGraphX https://tgraphx.com/articles/knowledge-graph-embedding-tensor-features-tgraphx/ https://tgraphx.com/articles/knowledge-graph-embedding-tensor-features-tgraphx/ Fri, 29 May 2026 09:30:00 +0000 A practical tutorial on TGraphX's knowledge graph subsystem: TransE, DistMult, ComplEx, and RotatE, with optional tensor-valued entity features. Tutorial Building LLM-Friendly Graph APIs with TGraphX https://tgraphx.com/articles/llm-friendly-graph-apis-tgraphx/ https://tgraphx.com/articles/llm-friendly-graph-apis-tgraphx/ Thu, 28 May 2026 09:30:00 +0000 A blog post on LLM friendly graph API pytorch. Part of the TGraphX technical documentation series. Article Shape-Aware Validation in TGraphX: Catching Bugs Before They Matter https://tgraphx.com/articles/shape-aware-validation-tgraphx/ https://tgraphx.com/articles/shape-aware-validation-tgraphx/ Wed, 27 May 2026 09:30:00 +0000 A blog post on graph neural network shape validation python. Part of the TGraphX technical documentation series. Article TGraphX and PyTorch Geometric: A Decision Guide for Researchers https://tgraphx.com/articles/tgraphx-vs-pytorch-geometric-v2/ https://tgraphx.com/articles/tgraphx-vs-pytorch-geometric-v2/ Tue, 26 May 2026 09:30:00 +0000 A comparison page on tgraphx vs pytorch geometric comparison. Part of the TGraphX technical documentation series. Comparison Research Reproducibility in GNN Projects: Lessons from TGraphX https://tgraphx.com/articles/gnn-research-reproducibility-tgraphx/ https://tgraphx.com/articles/gnn-research-reproducibility-tgraphx/ Mon, 25 May 2026 09:30:00 +0000 Reproducing published GNN results is harder than it should be. This note walks through the hidden sources of non-determinism and how explicit tooling helps. Research Note A Deeper Tutorial on Tensor-Valued Nodes in TGraphX https://tgraphx.com/articles/tensor-valued-nodes-deep-tutorial-tgraphx/ https://tgraphx.com/articles/tensor-valued-nodes-deep-tutorial-tgraphx/ Sun, 24 May 2026 09:30:00 +0000 A step-by-step deeper tutorial: validate a tensor graph, build a custom training loop with NeighborLoader, save artifacts, and reproduce results. Tutorial Tensor-Valued Nodes in Graph Neural Networks: Why Shape Matters https://tgraphx.com/articles/tensor-valued-nodes-graph-neural-networks/ https://tgraphx.com/articles/tensor-valued-nodes-graph-neural-networks/ Sat, 23 May 2026 09:30:00 +0000 A blog post on tensor graph neural networks pytorch. Part of the TGraphX technical documentation series. Article What Is TGX Graph? A Practical Introduction to TGraphX https://tgraphx.com/articles/what-is-tgx-graph/ https://tgraphx.com/articles/what-is-tgx-graph/ Fri, 22 May 2026 09:30:00 +0000 A blog post on tgx graph. Part of the TGraphX technical documentation series. blog_post Getting Started with Tensor-Valued Nodes in TGraphX https://tgraphx.com/articles/getting-started-tensor-valued-nodes-tgraphx/ https://tgraphx.com/articles/getting-started-tensor-valued-nodes-tgraphx/ Fri, 22 May 2026 09:30:00 +0000 A tutorial on tgraphx tensor nodes tutorial. Part of the TGraphX technical documentation series. tutorial TGraphX vs PyTorch Geometric: Choosing the Right Framework https://tgraphx.com/articles/tgraphx-vs-pytorch-geometric/ https://tgraphx.com/articles/tgraphx-vs-pytorch-geometric/ Fri, 22 May 2026 09:30:00 +0000 A comparison page on tgraphx vs pytorch geometric comparison. Part of the TGraphX technical documentation series. comparison_page