On three precision classification tasks — reweighting-based unfolding, likelihood-ratio estimation, and weakly supervised anomaly detection — a Lorentz-equivariant transformer and a pretrained foundation model perform comparably, so neither explicit nor implicit physics encoding shows a systematic a
Peez,Search for deviations from the standard model in high transverse energy processes at the electron proton collider HERA, other thesis, 10, 2003
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Explicit or Implicit? Encoding Physics at the Precision Frontier
On three precision classification tasks — reweighting-based unfolding, likelihood-ratio estimation, and weakly supervised anomaly detection — a Lorentz-equivariant transformer and a pretrained foundation model perform comparably, so neither explicit nor implicit physics encoding shows a systematic a