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Isuru Herath

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#machine learning Preprint Aug 2026

HOPPER: Learnable Hop Extraction for Linearized Graph Sequence Models

HOPPER is introduced, an end-to-end learnable extension of LGSM that learns how hop sequences should be extracted before processing by a modern state-space model, and demonstrates that learnable sequence extraction is a flexible and effective framework for long-range graph representation learning across synthetic, phys...

Isuru Herath, Arin Gopakumar, Sharan Sahu · 0 citations

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