Datasets:

tzuhanchang
/

VyPER

INPUTS dict	LABELS dict	METADATA dict
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{ "ELECTRON": { "e": [ 120.41989135742188, null ], "eta": [ 1.0744397640228271, null ], "phi": [ 3.0351381301879883, null ], "pt": [ 73.65489196777344, null ], "btag": [ 0, null ], "charge": [ -1, null ...	{ "ELECTRON": [ 2, null ], "JET": [ 0, 4, 1, 0, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 1, null ], "NEUTRINO": { "px": [ 14.323166847229004, 51.56382369995117 ], ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 78.12261199951172, 193.63221740722656 ], "eta": [ 0.6653288006782532, 1.3429296016693115 ], "phi": [ 0.035622186958789825, 2.332458972930908 ], "pt": [ 63.53409194946289, 94.65495300292969 ], "btag": [ 0, ...	{ "ELECTRON": [ 1, 2 ], "JET": [ 1, 4, null, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ null, null ], "NEUTRINO": { "px": [ 18.459728240966797, -62.98268508911133 ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 120.007568359375, null ], "eta": [ -1.2723758220672607, null ], "phi": [ 2.3292458057403564, null ], "pt": [ 62.34988784790039, null ], "btag": [ 0, null ], "charge": [ -1, null ...	{ "ELECTRON": [ 2, null ], "JET": [ 4, 1, 0, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 1, null ], "NEUTRINO": { "px": [ 18.709693908691406, -9.25308895111084 ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 31.254384994506836, null ], "eta": [ -0.5297905802726746, null ], "phi": [ 2.1995460987091064, null ], "pt": [ 27.328569412231445, null ], "btag": [ 0, null ], "charge": [ 1, null...	{ "ELECTRON": [ 1, null ], "JET": [ 4, 1, 0, 0, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 2, null ], "NEUTRINO": { "px": [ 63.44142150878906, -31.267099380493164 ],...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ null, null ], "eta": [ null, null ], "phi": [ null, null ], "pt": [ null, null ], "btag": [ null, null ], "charge": [ null, null ] }, "GLOBAL": { "njet": [ 3 ...	{ "ELECTRON": [ null, null ], "JET": [ 0, 4, 1, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 1, 2 ], "NEUTRINO": { "px": [ 9.449572563171387, 20.657968521118164 ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 61.73792266845703, null ], "eta": [ -0.4220965504646301, null ], "phi": [ -2.715775728225708, null ], "pt": [ 56.618831634521484, null ], "btag": [ 0, null ], "charge": [ 1, null ...	{ "ELECTRON": [ 1, null ], "JET": [ 4, 1, null, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 2, null ], "NEUTRINO": { "px": [ -29.79794692993164, 12.311481475830078 ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 31.77251625061035, null ], "eta": [ -1.63936185836792, null ], "phi": [ -1.5158500671386719, null ], "pt": [ 11.886497497558594, null ], "btag": [ 0, null ], "charge": [ -1, null ...	{ "ELECTRON": [ 2, null ], "JET": [ 1, 4, null, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 1, null ], "NEUTRINO": { "px": [ 48.811702728271484, -82.67037200927734 ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 76.9358139038086, 51.112586975097656 ], "eta": [ 0.43773239850997925, -0.12540993094444275 ], "phi": [ -0.34853169322013855, -1.2244575023651123 ], "pt": [ 70.11090850830078, 50.71326446533203 ], "btag": [ ...	{ "ELECTRON": [ 1, 2 ], "JET": [ 4, 1, null, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ null, null ], "NEUTRINO": { "px": [ 4.010822296142578, -41.816593170166016 ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 29.333898544311523, null ], "eta": [ -0.2879195511341095, null ], "phi": [ 2.3955371379852295, null ], "pt": [ 28.158668518066406, null ], "btag": [ 0, null ], "charge": [ 1, null...	{ "ELECTRON": [ 1, null ], "JET": [ 4, 0, 1, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 2, null ], "NEUTRINO": { "px": [ -71.57415771484375, 33.21668243408203 ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 56.38105010986328, null ], "eta": [ 0.8565512299537659, null ], "phi": [ -1.0774229764938354, null ], "pt": [ 40.56703186035156, null ], "btag": [ 0, null ], "charge": [ 1, null ...	{ "ELECTRON": [ 1, null ], "JET": [ 4, 1, 0, 0, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 2, null ], "NEUTRINO": { "px": [ -35.06206130981445, 34.57208251953125 ], ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 45.89353561401367, null ], "eta": [ 0.35979586839675903, null ], "phi": [ 1.3748410940170288, null ], "pt": [ 43.075218200683594, null ], "btag": [ 0, null ], "charge": [ -1, null...	{ "ELECTRON": [ 2, null ], "JET": [ 4, 1, null, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 1, null ], "NEUTRINO": { "px": [ -64.49128723144531, -14.827805519104004...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 30.858686447143555, 30.558767318725586 ], "eta": [ 1.3221062421798706, -0.12235789000988007 ], "phi": [ 1.175154209136963, 1.6406646966934204 ], "pt": [ 15.360651969909668, 30.331430435180664 ], "btag": [ ...	{ "ELECTRON": [ 1, 2 ], "JET": [ 1, 4, 0, 0, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ null, null ], "NEUTRINO": { "px": [ 24.91206169128418, -54.45292282104492 ], ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ 42.31578063964844, null ], "eta": [ 0.4877897799015045, null ], "phi": [ -2.650277614593506, null ], "pt": [ 37.73655700683594, null ], "btag": [ 0, null ], "charge": [ 1, null ...	{ "ELECTRON": [ 1, null ], "JET": [ 0, 4, 1, 0, 0, 0, 0, null, null, null, null, null, null, null, null, null ], "MUON": [ 2, null ], "NEUTRINO": { "px": [ 39.477294921875, -0.4081370532512665 ], "py": ...	{ "FullyMatched": 1 }
{ "ELECTRON": { "e": [ null, null ], "eta": [ null, null ], "phi": [ null, null ], "pt": [ null, null ], "btag": [ null, null ], "charge": [ null, null ] }, "GLOBAL": { "njet": [ 2 ...	{ "ELECTRON": [ null, null ], "JET": [ 1, 4, null, null, null, null, null, null, null, null, null, null, null, null, null, null ], "MUON": [ 1, 2 ], "NEUTRINO": { "px": [ -38.8515739440918, 16.81298065185547 ...	{ "FullyMatched": 1 }

End of preview. Expand in Data Studio

VyPER Dataset

Simulated events for developing and benchmarking machine-learning and classical event reconstruction in the multi-lepton final states at the LHC.

Files follow the VyPER HDF5 layout and are derived from the "Event reconstruction for multi-lepton final-state processes at the LHC" (10.5281/zenodo.22308461) dataset.

Dataset summary

This dataset contains four multi-lepton LHC processes. Production of this dataset is detailed on Zenodo.

Process	Split	File	Events
ttbar-2L	train	ttbar-2L/ttbar-2L_train.h5	4,692,288
	validation	ttbar-2L/ttbar-2L_val.h5	260,190
	test	ttbar-2L/ttbar-2L_test.h5	261,557
ttW-2LSS	train	ttW-2LSS/ttW-2LSS_train.h5	4,907,261
	validation	ttW-2LSS/ttW-2LSS_val.h5	272,740
	test	ttW-2LSS/ttW-2LSS_test.h5	272,235
HWW-2L	train	HWW-2L/HWW-2L_train.h5	4,765,195
	validation	HWW-2L/HWW-2L_val.h5	266,844
	test	HWW-2L/HWW-2L_test.h5	266,919
VBSWW-2LSS	train	VBSWW-2LSS/VBSWW-2LSS_train.h5	4,145,532
	validation	VBSWW-2LSS/VBSWW-2LSS_val.h5	107,179
	test	VBSWW-2LSS/VBSWW-2LSS_test.h5	106,491

File structure

Every array is padded with NaN beyond the number of reconstructed objects.

INPUTS/
  JET       (N, M)   {e, eta, phi, pt, btag, charge}   charge = 0
  ELECTRON  (N, 2)   {e, eta, phi, pt, btag, charge}   btag = 0
  MUON      (N, 2)   {e, eta, phi, pt, btag, charge}   btag = 0
  GLOBAL    (N, 1)   {njet, nbTagged, nelectron, nmuon, met_met, met_phi, met_cosphi, met_sinphi}
LABELS/
  JET       (N, M)   truth-matching codes    ttbar-2L and ttW-2LSS only
  ELECTRON  (N, 2)   truth-matching codes    ttbar-2L and ttW-2LSS only
  MUON      (N, 2)   truth-matching codes    ttbar-2L and ttW-2LSS only
  NEUTRINO  (N, 2)   {px, py, pz}  truth neutrinos, ordered as the electrons
                     then muons they pair with

Here, N is the number of events in a file, and M is the padding size, which differs between processes. All kinematic inputs are float32. Energies and momenta in GeV.

Labels

LABELS/JET, LABELS/ELECTRON and LABELS/MUON give the truth-matching code of each reconstructed object: a positive integer naming the truth parton or lepton the object is matched to, 0 if the object is not matched, and NaN in the padded slots. Objects whose codes belong to the same decay define the target edges and hyperedges used by VyPER; see the graph documentation for how these codes are turned into target structures.

Reconstruction of the two neutrinos is a target for every process. Object-level truth matching is required only for ttbar-2L and ttW-2LSS; the HWW-2L and VBSWW-2LSS files therefore carry LABELS/NEUTRINO alone.

ttbar-2L

Code	`JET`	`ELECTRON` / `MUON`
`1`	b-quark from the top	positively charged lepton (from the top)
`2`	anti-b-quark from the anti-top	negatively charged lepton (from the anti-top)
`0`	unmatched	unmatched

Code 1 objects form the top, code 2 objects the anti-top.

ttW-2LSS

Code	`JET`	`ELECTRON` / `MUON`
`1`	b- or anti-b-quark from the leptonic top	—
`2`	—	lepton from the leptonic top
`4`	b- or anti-b-quark from the hadronic top	—
`5`, `6`	quark-initiated jets from the W of the hadronic top	—
`0`	unmatched	unmatched

Codes 1 and 2 form the leptonic top; codes 5 and 6 form the hadronic W, and together with code 4 the hadronic top. The remaining lepton in the event originates from the associatively produced W boson.

HWW-2L and VBSWW-2LSS

No object-level truth matching is provided. LABELS/NEUTRINO holds the truth neutrino momenta, ordered as the electrons then the muons they pair with.

Usage

Download:

hf download tzuhanchang/VyPER --repo-type dataset --include "ttbar-2L/*" --local-dir ./VyPER

Users should refrain from using the test set for any purpose other than final evaluation, to ensure a fair and unbiased comparison of reconstruction techniques.

Citation

Mao, L., Peters, Y., Simpson, E., & Zhang, Z. (2026). Event reconstruction for multi-lepton final-state processes at the LHC [Data set]. Zenodo. https://doi.org/10.5281/zenodo.22308461

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