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Object condensation: one-stage grid- free multi-object reconstruction in physics detectors, graph, and image data

Canonical reference. 83% of citing Pith papers cite this work as background.

61 Pith papers citing it
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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.

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.

Unfolded hypermultiplet in harmonic superspace

hep-th · 2026-03-19 · unverdicted · novelty 7.0

An unfolded dynamics system for the on-shell hypermultiplet is built, from which harmonic, N=2, N=1 superspace and component formulations arise systematically, demonstrating background universality.

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.

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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