Graph Transformer Networks Enable Accurate Band Structure Prediction

A graph Transformer model predicts electronic band structures from crystal structures with DFT-level accuracy. Release: 25 Nov 2024; update: 1 Oct 2025. Read more: getnews.me/graph-transformer-networ... #graphtransformer #bandstructure

HEIST: Hierarchical Graph Transformer for Spatial Omics

HEIST, a hierarchical graph transformer, was pretrained on 22.3 million cells from 124 tissue samples across 15 organs, achieving state‑of‑the‑art results on spatial transcriptomics. Read more: getnews.me/heist-hierarchical-graph... #spatialomics #graphtransformer

Global-to-Local Attention Improves Graph Transformer Accuracy

G2LFormer flips the usual graph‑transformer design, using global attention early and GNN layers later, reporting higher accuracy on node classification while keeping linear cost. Read more: getnews.me/global-to-local-attentio... #graphtransformer #gnn

GRATE: Graph Transformer Boosts Robot Exploration Efficiency

GRATE fuses a Graph Transformer with a Kalman filter, reducing robot exploration travel distance by up to 21.5% and mission time by 21.3% (results 16 Sep 2025). Read more: getnews.me/grate-graph-transformer-... #grate #robotexploration #graphtransformer