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Deepergcn: All you need to train deeper gcns.arXiv preprint arXiv:2006.07739

3 Pith papers cite this work. Polarity classification is still indexing.

3 Pith papers citing it

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2026 2 2025 1

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Capacity-Controlled Global Attention for Graph Transformers

cs.LG · 2026-04-19 · conditional · novelty 5.0

SigGate-GT adds a per-head sigmoid gate to graph transformer attention outputs, relaxing the softmax convex-combination constraint to reduce over-smoothing and improve stability at ~1% parameter overhead.

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