Paper Citation Record · LEDGER

Bayesian Optimization of Pythia8 Tunes

As of 18 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2505.11675.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.11675 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:56:57.447260Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:56:57.161286Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-15T20:56:57.655806Z

Reference resolution

50 of 50 outbound references displayed

verified exact1
verified fuzzy24
unresolved23
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7a244a3e-2c6d-49e2-a61a-7a2395e6b9ac · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.590034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b37e0a50-5cb5-4ce7-bb58-ed392b0f1559 · outbound

This paper cites Bayesian Optimization of Pythia8 Tunes.

Bayesian Optimization of Pythia8 Tunes Bayesian Optimization of Pythia8 Tunes

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T20:56:57.662842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cca1b3ad-2993-4e62-95e9-19e1de0b7275 · outbound

This paper cites observations.

Bayesian Optimization of Pythia8 Tunes observations

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T20:56:58.569854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 088a05b2-e92f-4d42-a516-d0d3977f212e · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.548180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 85ba6fe9-708b-41e3-a2af-fb0dc3ef0984 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.523914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d2d15421-5c25-48e2-869a-50a31f150553 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.502519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 23b715b1-8f2b-490a-b38a-f5147b138cb6 · outbound

This paper cites In order to cross-check our results, two different toolk- its—GPytorch [30] and BOTORCH [31]—are employed to carry out the Bayesian-optimization studies, in three stages.

Bayesian Optimization of Pythia8 Tunes In order to cross-check our results, two different toolk- its—GPytorch [30] and BOTORCH [31]—are employed to carry out the Bayesian-optimization studies, in three stages

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.484535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f6d207d9-bc27-4be8-a395-704c99e9155f · outbound

This paper cites • main toy all hyperparams.py — full 108-experiment hyperparameter scan.

Bayesian Optimization of Pythia8 Tunes • main toy all hyperparams.py — full 108-experiment hyperparameter scan

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.458042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b6a780df-66ef-4233-9afc-5344474463e6 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.434092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1ec963e4-5cab-445b-b0b5-40ac2aaa8b5d · outbound

This paper cites Toy Problems.

Bayesian Optimization of Pythia8 Tunes Toy Problems

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.402530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a7ff44b6-5163-4665-93d0-636bbe947d56 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.372549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2873d955-e738-4561-ba43-7a4b344a8c2c · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.343935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 88c1c710-a5d0-40fc-8741-20f96c86dcc3 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.327497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 576ff3d9-002e-43f4-8957-77ae6bef28c4 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.310348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f0e4bee7-f8bb-46b7-b39d-daaacd285d53 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.293647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6581f9f1-10f5-4e51-8f9d-65253f83734c · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.273159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5bfabd2f-50a3-4f4f-9ce4-1ad843228568 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.257782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f4566529-9328-4d3d-8ad6-66814a463e09 · outbound

This paper cites For a reasonable run of NBaysOpt = 70 optimiza- tion this amounts to 7.3 hours.

Bayesian Optimization of Pythia8 Tunes For a reasonable run of NBaysOpt = 70 optimiza- tion this amounts to 7.3 hours

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.240080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 549c1235-2330-4b41-bd7c-4f8b11f5cd5e · outbound

This paper cites Collins, Davison E.

Bayesian Optimization of Pythia8 Tunes Collins, Davison E

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.213173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5ded6d86-6fde-4725-89ba-44cf445733aa · outbound

This paper cites Barate and others.

Bayesian Optimization of Pythia8 Tunes Barate and others

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.189858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d6835947-4ca4-46e4-bd55-09171554ff56 · outbound

This paper cites Abreu and others.

Bayesian Optimization of Pythia8 Tunes Abreu and others

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.169980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9cbf8c90-c139-4e9b-b37d-50d28f4e0b0b · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:58.155079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c541760b-de62-452c-87f7-ba557ff4e847 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:57.854950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b43d4768-08c1-4381-9f16-46d5695e07b0 · outbound

This paper cites Field and Stephen Wolfram.

Bayesian Optimization of Pythia8 Tunes Field and Stephen Wolfram

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.140606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3c300995-b237-4b69-97fc-17c5e4c35058 · outbound

This paper cites Andersson, G.

Bayesian Optimization of Pythia8 Tunes Andersson, G

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.124304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5d7ec01f-176b-41c6-8897-bf915f07efca · outbound

This paper cites Systematic event generator tuning for the LHC.

Bayesian Optimization of Pythia8 Tunes Systematic event generator tuning for the LHC

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:56:57.300238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72453e10-0899-478f-8b9c-9b2f8673bfb9 · outbound

This paper cites Apprentice for Event Generator Tuning.

Bayesian Optimization of Pythia8 Tunes Apprentice for Event Generator Tuning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:56:57.308026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73f82342-0f04-4a18-aa46-fe3d052992ac · outbound

This paper cites High dimensional parameter tuning for event generators.

Bayesian Optimization of Pythia8 Tunes High dimensional parameter tuning for event generators

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.107157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 018d551f-2c49-4479-a05d-6cfd91fa839a · outbound

This paper cites Reweighting Monte Carlo Predictions and Automated Fragmentation Variations in Pythia 8.

Bayesian Optimization of Pythia8 Tunes Reweighting Monte Carlo Predictions and Automated Fragmentation Variations in Pythia 8

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T20:56:57.321234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad4edf02-76dc-4050-b813-aa82e084dcf9 · outbound

This paper cites Modeling hadronization using machine learning.

Bayesian Optimization of Pythia8 Tunes Modeling hadronization using machine learning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.086272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 844eb83e-0fdb-4bce-8a04-c0f2c0127982 · outbound

This paper cites Neural Networks for Full Phase-space Reweighting and Parameter Tuning.

Bayesian Optimization of Pythia8 Tunes Neural Networks for Full Phase-space Reweighting and Parameter Tuning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:56:57.331476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45692819-1400-412d-9b3c-bd150ad61b42 · outbound

This paper cites Austin, Mohan Krishnamoorthy, Sven Leyf- fer, Stephen Mrenna, Juliane M¨ uller, and Holger Schulz.

Bayesian Optimization of Pythia8 Tunes Austin, Mohan Krishnamoorthy, Sven Leyf- fer, Stephen Mrenna, Juliane M¨ uller, and Holger Schulz

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.063560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 87ac575c-0b77-47c0-a2b4-2a1222763d76 · outbound

This paper cites BROOD: Bilevel and Robust Optimization and Outlier Detection for Efficient Tuning of High-Energy Physics Event Generators.

Bayesian Optimization of Pythia8 Tunes BROOD: Bilevel and Robust Optimization and Outlier Detection for Efficient Tuning of High-Energy Physics Event Generators

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.047024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a7c05a6f-3965-476f-a4e9-87a04988163e · outbound

This paper cites Event generator tunes obtained from underlying event and multiparton scattering measurements.

Bayesian Optimization of Pythia8 Tunes Event generator tunes obtained from underlying event and multiparton scattering measurements

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T20:56:57.347077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b6574d1-6815-4504-b1f2-8c8900c1a38b · outbound

This paper cites Extraction and validation of a new set of CMS PYTHIA8 tunes from underlying-event measurements.

Bayesian Optimization of Pythia8 Tunes Extraction and validation of a new set of CMS PYTHIA8 tunes from underlying-event measurements

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.022838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 86091f21-c952-44d8-9bc0-e99aec3531c1 · outbound

This paper cites Adams, and Nando de Freitas.

Bayesian Optimization of Pythia8 Tunes Adams, and Nando de Freitas

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:58.004647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4061e211-31d1-416d-adcb-de180ef94e86 · outbound

This paper cites Event generator tuning using Bayesian optimization.

Bayesian Optimization of Pythia8 Tunes Event generator tuning using Bayesian optimization

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.984768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 70502b48-11e0-4d22-ae24-ef9d8082d693 · outbound

This paper cites Chew and Steven C.

Bayesian Optimization of Pythia8 Tunes Chew and Steven C

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.963144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2671af78-cc36-47db-8cdb-1c1d1a9d9a3f · outbound

This paper cites Hadronic structure on the light front.

Bayesian Optimization of Pythia8 Tunes Hadronic structure on the light front

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.934573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0856e723-ba4a-4d2c-aa59-8567e7248da0 · outbound

This paper cites Preuss, Torbj¨ orn Sj¨ ostrand, Peter Skands, Marius Utheim, and Rob Verheyen.

Bayesian Optimization of Pythia8 Tunes Preuss, Torbj¨ orn Sj¨ ostrand, Peter Skands, Marius Utheim, and Rob Verheyen

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.900813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2e6fdf51-c5e2-4001-b877-b9f529680e5b · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:57.877720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2b1221fe-b3f7-4653-8be0-835c8daf1de1 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:57.828918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3f8b5ee0-0af7-4e8a-b65f-fa1452cbfdc9 · outbound

This paper cites Jones, Matthias Schonlau, and William J.

Bayesian Optimization of Pythia8 Tunes Jones, Matthias Schonlau, and William J

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.804295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 351aed41-1a7f-413d-afb0-307524257432 · outbound

This paper cites Practical bayesian optimiza- tion.

Bayesian Optimization of Pythia8 Tunes Practical bayesian optimiza- tion

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.779900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e8c8034e-03d7-400e-b6c5-b08054d196bf · outbound

This paper cites an unresolved cited work.

Bayesian Optimization of Pythia8 Tunes Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:56:57.753475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6a367b15-0b50-4c62-b34e-cfe274abc88d · outbound

This paper cites On the distribution of points in a cube and the approximate evaluation of integrals.

Bayesian Optimization of Pythia8 Tunes On the distribution of points in a cube and the approximate evaluation of integrals

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.728767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7aa88edc-fdb6-4218-9518-318f93d8eab5 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Bayesian Optimization of Pythia8 Tunes Adam: A Method for Stochastic Optimization

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T20:56:57.433187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fc61782-81e9-4944-a595-03331aea50c3 · outbound

This paper cites GPyTorch: Blackbox matrix-matrix gaussian process inference with GPU acceleration.

Bayesian Optimization of Pythia8 Tunes GPyTorch: Blackbox matrix-matrix gaussian process inference with GPU acceleration

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.709816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0b619ed7-a9e2-4208-9b55-2d65c69a6cb8 · outbound

This paper cites Jiang, Samuel Daulton, Benjamin Letham, Andrew Gordon Wilson, and Eytan Bakshy.

Bayesian Optimization of Pythia8 Tunes Jiang, Samuel Daulton, Benjamin Letham, Andrew Gordon Wilson, and Eytan Bakshy

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:56:57.686739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d5e9154e-1e21-4352-a347-a7f80bc718ec · outbound

This paper cites QCD Event Generators.

Bayesian Optimization of Pythia8 Tunes QCD Event Generators

Reference 1995

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:56:57.634638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation b37e0a50-5cb5-4ce7-bb58-ed392b0f1559 · inbound