GNN | ArxDecoded

PaddlePaddle 2.4.0: New Dynamic Graph, Sparse Computing, and Distributed Training Upgrades

August 26, 2026

PaddlePaddle 2.4.0 introduces a new dynamic graph architecture, 55 sparse computing APIs, and a GPU training engine for large-scale graph neural networks, alongside significant enhancements to distributed training and deployment.

PaddlePaddle 2.6.1: GNN Training Engine, Fake GroupWise Quantization, and Security Patches

August 26, 2026

PaddlePaddle 2.6.1 introduces a new graph neural network training engine (PGLBox) for large-scale models and support for Fake GroupWise quantization. The release also addresses security vulnerabilities and fixes issues in Paddle-TRT integration and Windows compilation.