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Dissecting Jet-Tagger Through Mechanistic Interpretability

hep-ph · 2026-05-11 · accept · novelty 8.0

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.

The Positivity Geometry of Photon--Dark-Photon Effective Field Theories

hep-ph · 2026-07-07 · accept · novelty 7.0

Elastic positivity from a modified forward dispersion relation constrains the twelve dim-8 Wilson coefficients of the photon–dark-photon EFT to a spectrahedral cone, with hierarchies for non-forward mixed amplitudes and distinct loci for kinetic-mixing and dark-axion UV completions.

Entanglement entropy of an acoustic black hole

cond-mat.quant-gas · 2026-05-28 · unverdicted · novelty 7.0

Entanglement entropy in an acoustic black hole scales linearly with subregion volume due to long-range correlations from horizon phonon pair production and is approximated by the thermal entropy of Hawking radiation.

New interpretation of the Minkowski limit of $R^2$ gravity

gr-qc · 2026-06-26 · unverdicted · novelty 5.0

The Minkowski limit of pure R² gravity is reinterpreted as a thermal singularity via scalar-tensor to Eckart fluid analogy, showing infinite departure from GR rather than recovery.

Hadronisation of in-medium $c\bar c$ pairs to the exotic $X(3872)$

hep-ph · 2026-06-22 · conditional · novelty 5.0

Overlaps between Gaussian in-medium c-cbar wave functions and vacuum charmonium wave functions can reproduce LHC hadron ratios, implying in-medium pair sizes of about 0.85 fm (pp) and 0.55 fm (Pb-Pb compact part) and a mixed compact plus molecular X(3872).

Monochromatic neutrinos from scotogenic dark matter

hep-ph · 2026-05-06 · conditional · novelty 5.0 · 2 refs

A modified scotogenic model makes the lightest pseudo-Dirac singlet a dark matter candidate that annihilates mostly to neutrino pairs near threshold, reproducing the relic abundance while satisfying direct detection and lepton data bounds.

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