Paper Citation Record · LEDGER

Epidemiological Model Calibration via Graybox Bayesian Optimization

As of 14 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2412.07193.

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

pith.paper-citation-record.v1
2412.07193 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:07:56.570299Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

verified exact0
verified fuzzy27
unresolved7
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7806aba2-84d0-4245-ba24-af177ff73a81 · outbound

This paper cites Modeling the impact of social distancing, testing, contact tracing and household quarantine on second- wave scenarios of the COVID-19 pandemic.

Epidemiological Model Calibration via Graybox Bayesian Optimization Modeling the impact of social distancing, testing, contact tracing and household quarantine on second- wave scenarios of the COVID-19 pandemic

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.404095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4ef97e6c-ad7e-4497-8f57-5ed710397189 · outbound

This paper cites Data-based analysis, modelling and forecasting of the COVID-19 outbreak.

Epidemiological Model Calibration via Graybox Bayesian Optimization Data-based analysis, modelling and forecasting of the COVID-19 outbreak

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.385596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c475638e-7417-4a8d-aba5-024e5180de26 · outbound

This paper cites An introduction to MCMC for machine learning.

Epidemiological Model Calibration via Graybox Bayesian Optimization An introduction to MCMC for machine learning

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.366078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 33eb1c11-76c7-4096-af77-3ac1bbc0d64f · outbound

This paper cites Accurate calibration of agent-based epidemiological models with neural network surrogates.

Epidemiological Model Calibration via Graybox Bayesian Optimization Accurate calibration of agent-based epidemiological models with neural network surrogates

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.340127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 04ae4ccb-5120-4c56-81d1-db41de07aa4a · outbound

This paper cites Bayesian optimization of composite functions.

Epidemiological Model Calibration via Graybox Bayesian Optimization Bayesian optimization of composite functions

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.318335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bbd8128b-c288-465e-bbc9-d7305f660b20 · outbound

This paper cites Bayesian optimization of function net- works.

Epidemiological Model Calibration via Graybox Bayesian Optimization Bayesian optimization of function net- works

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.299232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0be4418a-b753-4a47-bf8c-cc12303e1025 · outbound

This paper cites BOTorch: A framework for efficient Monte-Carlo Bayesian optimization.

Epidemiological Model Calibration via Graybox Bayesian Optimization BOTorch: A framework for efficient Monte-Carlo Bayesian optimization

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.279766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ab2e18f9-90a7-42a1-a815-1169590b1679 · outbound

This paper cites A super- martingale approach to Gaussian process based sequential design of experiments.

Epidemiological Model Calibration via Graybox Bayesian Optimization A super- martingale approach to Gaussian process based sequential design of experiments

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.259057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3d0e50ef-fdb2-4b30-bd53-5b0cfcee77f8 · outbound

This paper cites Pa- rameter estimation and prediction for coronavirus disease outbreak 2019 (COVID-19) in Algeria.

Epidemiological Model Calibration via Graybox Bayesian Optimization Pa- rameter estimation and prediction for coronavirus disease outbreak 2019 (COVID-19) in Algeria

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.238594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 76fde280-bec0-4406-bd79-ecdcddae65ed · outbound

This paper cites Adaptive recovery model: Designing systems for testing tracing and vaccination to support COVID-19 recovery planning.

Epidemiological Model Calibration via Graybox Bayesian Optimization Adaptive recovery model: Designing systems for testing tracing and vaccination to support COVID-19 recovery planning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.218162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1604d1e0-b06d-490b-86a6-0344969b7a87 · outbound

This paper cites Mathematical models in epidemiology , volume 32.

Epidemiological Model Calibration via Graybox Bayesian Optimization Mathematical models in epidemiology , volume 32

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.197074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f1208c01-fc4b-439d-90ef-825e6349f653 · outbound

This paper cites Nonparametric functional calibration of computer models.

Epidemiological Model Calibration via Graybox Bayesian Optimization Nonparametric functional calibration of computer models

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.169801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2fe0ba83-e802-4e88-97af-238355fc439a · outbound

This paper cites Neural ordinary differential equations.

Epidemiological Model Calibration via Graybox Bayesian Optimization Neural ordinary differential equations

Reference 13

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Source-reported events for the cited work

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Observation 3aad9d46-3a00-46eb-bf76-95d0c0aa3c7d · outbound

This paper cites A statistical method for tuning a computer code to a data base.

Epidemiological Model Calibration via Graybox Bayesian Optimization A statistical method for tuning a computer code to a data base

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.135336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c67c71bc-0ea3-44eb-93a0-bce222ec388c · outbound

This paper cites Bayesian optimization.

Epidemiological Model Calibration via Graybox Bayesian Optimization Bayesian optimization

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.114594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 31fb40ae-6267-44b0-b015-35e91bb70ab8 · outbound

This paper cites A Tutorial on Bayesian Optimization.

Epidemiological Model Calibration via Graybox Bayesian Optimization A Tutorial on Bayesian Optimization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:56.405028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2579c0f2-4b1f-4dbb-a6f8-2858a3c1220d · outbound

This paper cites A knowledge- gradient policy for sequential information collection.

Epidemiological Model Calibration via Graybox Bayesian Optimization A knowledge- gradient policy for sequential information collection

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.089701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 03ee3315-44d3-4b48-940e-cadee8935c84 · outbound

This paper cites Bayesian optimization.

Epidemiological Model Calibration via Graybox Bayesian Optimization Bayesian optimization

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:56.428180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd3ad3d2-3989-4468-a0a2-9f7bd6d3b9eb · outbound

This paper cites Variational inference for nonlinear ordinary differential equations.

Epidemiological Model Calibration via Graybox Bayesian Optimization Variational inference for nonlinear ordinary differential equations

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.028241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 52bf22c1-7a95-4fa2-9f5c-2d46a06ab9fd · outbound

This paper cites Foundations of modern proba- bility, volume 2.

Epidemiological Model Calibration via Graybox Bayesian Optimization Foundations of modern proba- bility, volume 2

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:57.000062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2db46d15-dd1c-4c77-ad85-a12ad8c9ea0b · outbound

This paper cites Physics-informed machine learning.

Epidemiological Model Calibration via Graybox Bayesian Optimization Physics-informed machine learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:56.457617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00e09333-cabd-4cac-ac6b-2acd2afda37f · outbound

This paper cites Bayesian calibration of computer models.

Epidemiological Model Calibration via Graybox Bayesian Optimization Bayesian calibration of computer models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:56.464488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc34a6be-47e9-4fbf-bf4a-541116a1c936 · outbound

This paper cites Auto-Encoding Variational Bayes.

Epidemiological Model Calibration via Graybox Bayesian Optimization Auto-Encoding Variational Bayes

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:56.470987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b111b510-181e-441c-8b7a-8ab734dccc3e · outbound

This paper cites Probabilistic graphical models: principles and techniques.

Epidemiological Model Calibration via Graybox Bayesian Optimization Probabilistic graphical models: principles and techniques

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.947334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 875e0e77-aa9e-4722-a4ec-89415f9043d5 · outbound

This paper cites Exact properties of SIQR model for COVID-19.

Epidemiological Model Calibration via Graybox Bayesian Optimization Exact properties of SIQR model for COVID-19

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.924928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4744c6e7-4e84-4eb8-b569-d18964f87dd5 · outbound

This paper cites Analytical solution of SEIR model describing the free spread of the COVID-19 pandemic.

Epidemiological Model Calibration via Graybox Bayesian Optimization Analytical solution of SEIR model describing the free spread of the COVID-19 pandemic

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.903711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c8133e8d-12c7-4ac2-9237-5b29ad83737a · outbound

This paper cites covid19.analytics: An r package to obtain, analyze and visualize data from the coronavirus disease pandemic.

Epidemiological Model Calibration via Graybox Bayesian Optimization covid19.analytics: An r package to obtain, analyze and visualize data from the coronavirus disease pandemic

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.878603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1d9bf74b-2f9c-43e8-ae42-c48b3a63935e · outbound

This paper cites The design and analysis of computer experiments , volume 1.

Epidemiological Model Calibration via Graybox Bayesian Optimization The design and analysis of computer experiments , volume 1

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:56.514502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bd68eb3-4ed1-4713-8b12-94825a02d606 · outbound

This paper cites On the statistical calibration of physical models.

Epidemiological Model Calibration via Graybox Bayesian Optimization On the statistical calibration of physical models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.830027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fc25e23c-8d9d-4417-bd12-48f15adaa795 · outbound

This paper cites Gaussian processes for machine learning.

Epidemiological Model Calibration via Graybox Bayesian Optimization Gaussian processes for machine learning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.804187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 731347c6-d5ca-4f11-846b-a866d4bce465 · outbound

This paper cites Efficient calibration for imperfect epidemic models with applications to the analysis of COVID-19.

Epidemiological Model Calibration via Graybox Bayesian Optimization Efficient calibration for imperfect epidemic models with applications to the analysis of COVID-19

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.783273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 811cd604-a56a-4766-9d94-76ea241de314 · outbound

This paper cites A Reproducing Kernel Hilbert Space approach to functional calibration of computer models.

Epidemiological Model Calibration via Graybox Bayesian Optimization A Reproducing Kernel Hilbert Space approach to functional calibration of computer models

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.756330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7b8932f7-9de9-4582-a76f-c3ea14d8f372 · outbound

This paper cites A theoretical framework for calibration in computer models: Parametrization, estimation and convergence proper- ties.

Epidemiological Model Calibration via Graybox Bayesian Optimization A theoretical framework for calibration in computer models: Parametrization, estimation and convergence proper- ties

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.727878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 295b0d73-7ad6-406a-b3d5-ee12988a7869 · outbound

This paper cites Efficient calibration for imperfect computer models.

Epidemiological Model Calibration via Graybox Bayesian Optimization Efficient calibration for imperfect computer models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:56.702235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.