A Particle Transformer jet tagger contains a sparse six-head circuit whose source-relay-readout structure recovers most performance and whose residual stream preferentially encodes 2-prong energy correlators.
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3 Pith papers cite this work. Polarity classification is still indexing.
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hep-ph 3years
2026 3representative citing papers
Higher-order Fisher tensors in exponential-family coordinates of binned energy correlators are simultaneously local KL coefficients, connected cumulants, and hyperedge weights, enabling hypergraph constructions for jet substructure analysis.
SHARP is a human-AI collaboration pipeline for reproducing scientific analyses, demonstrated by recreating a jet classification task from a particle physics paper.
citing papers explorer
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Dissecting Jet-Tagger Through Mechanistic Interpretability
A Particle Transformer jet tagger contains a sparse six-head circuit whose source-relay-readout structure recovers most performance and whose residual stream preferentially encodes 2-prong energy correlators.
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From Information Geometry to Jet Substructure: A Triality of Cumulant Tensors, Energy Correlators, and Hypergraphs
Higher-order Fisher tensors in exponential-family coordinates of binned energy correlators are simultaneously local KL coefficients, connected cumulants, and hyperedge weights, enabling hypergraph constructions for jet substructure analysis.
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A Scientific Human-Agent Reproduction Pipeline
SHARP is a human-AI collaboration pipeline for reproducing scientific analyses, demonstrated by recreating a jet classification task from a particle physics paper.