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Peter Lippmann

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#graph neural networks Open access Sep 2026

Lorentz-equivariance without limitations

Lorentz Local Canonicalization (LLoCa) ensures exact Lorentz-equivariance for arbitrary neural networks with minimal computational overhead. For the LHC, it equivariantly predicts local reference frames for each particle and propagates any-order tensorial information between them. We apply it to graph networks and tran...

Luigi Favaro, Gerrit Gerhartz, Fred A. Hamprecht et al. · 3 citations

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