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Nodes Know Best: A Smarter Graph for Long-Term Stock Forecasts

TL;DR for operators NGAT is useful because it attacks a real modelling mismatch in financial AI: companies do not absorb market information in the same way, yet many graph neural networks treat them as if they do. The paper’s answer is a node-level graph attention layer, where each company learns its own attention mechanism for reading signals from related companies. ...

July 4, 2025 · 16 min · Zelina