PhyGHT: Physics-Guided HyperGraph Transformer for Signal Purification at the HL-LHC
The paper introduces PhyGHT, a physics-guided hypergraph transformer equipped with a Pileup Suppression Gate to effectively filter extreme pileup noise and accurately reconstruct top-quark signals at the High-Luminosity Large Hadron Collider, outperforming existing state-of-the-art methods.