Paper Citation Record · LEDGER

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative

As of 15 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2607.18308.

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

pith.paper-citation-record.v1
2607.18308 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T21:53:11.911742Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

28 of 28 outbound references displayed

verified exact1
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2baef2a4-6ed8-4706-9849-84667fbc8179 · outbound

This paper cites Calibration methods used in cancer simulation models and suggested reporting guidelines.Pharmacoeconomics.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Calibration methods used in cancer simulation models and suggested reporting guidelines.Pharmacoeconomics

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:09.597246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20d17d49-53de-4fb8-bf26-db7c14bb773a · outbound

This paper cites Calibrating models in economic evaluation: a seven-step approach.Pharmacoeconomics.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Calibrating models in economic evaluation: a seven-step approach.Pharmacoeconomics

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:09.673456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5872d33c-f644-4324-b070-476837616940 · outbound

This paper cites Taking the human out of the loop: a review of Bayesian optimization.Proceedings of the IEEE.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Taking the human out of the loop: a review of Bayesian optimization.Proceedings of the IEEE

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:09.758440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c86e28f9-6329-4b6b-83dc-638b9d828067 · outbound

This paper cites Cambridge University Press; 2023.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Cambridge University Press; 2023

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:09.825059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c288869d-add8-44ea-9124-d9e1e0ef62e2 · outbound

This paper cites Increasing the scope as you learn: adaptive Bayesian optimization in nested subspaces (BAxUS).Advances in Neural Information Processing Sys- tems.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Increasing the scope as you learn: adaptive Bayesian optimization in nested subspaces (BAxUS).Advances in Neural Information Processing Sys- tems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:09.896142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19dfad1b-4131-47d3-adc9-aa9170b9f9c7 · outbound

This paper cites A simplex method for function minimization.The Computer Journal.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative A simplex method for function minimization.The Computer Journal

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:09.964857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0d8e8fb-2fbb-4233-ab2d-6347cdf9c5ea · outbound

This paper cites High-dimensional Bayesian optimization with sparse axis-aligned subspaces (SAASBO).

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative High-dimensional Bayesian optimization with sparse axis-aligned subspaces (SAASBO)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.048927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e0dd29f-a17b-436c-a717-ef2e6da03c1b · outbound

This paper cites Bayesian optimization with inequality constraints.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Bayesian optimization with inequality constraints

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.110760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70b7876c-353b-4e1f-97ee-5f999b37ab2f · outbound

This paper cites Large language models as opti- mizers.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Large language models as opti- mizers

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.198749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c6734bd-d53d-42aa-87f8-6f18e81d1df8 · outbound

This paper cites Large Language Models to Enhance Bayesian Optimization.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Large Language Models to Enhance Bayesian Optimization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.280927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2830325-1439-4a2b-8745-70167867937a · outbound

This paper cites Large language models as calibrationagentsinhydrologicalmodeling: feasibilityandlimitations.Geophysical Research Letters.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Large language models as calibrationagentsinhydrologicalmodeling: feasibilityandlimitations.Geophysical Research Letters

Reference 11

Resolution: verified exact; doi, observed 2026-08-01T21:53:20.361236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 86f50149-8fd6-4663-9744-543bd5d06151 · outbound

This paper cites A review of large language models and autonomous agents in chemistry.Chemical Science.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative A review of large language models and autonomous agents in chemistry.Chemical Science

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.461513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1998c4a8-babc-4386-806a-4b97ffe3d9f5 · outbound

This paper cites Position: Leverage foundational models for black-box optimization.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Position: Leverage foundational models for black-box optimization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.540202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14d57492-738b-49de-b720-8b8383166f80 · outbound

This paper cites Methods for the Economic Evaluation of Health Care Programmes.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Methods for the Economic Evaluation of Health Care Programmes

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.627245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 802a5e11-195c-42d2-90fc-5dc300c02f36 · outbound

This paper cites Recommendations for conduct, methodological practices, and reporting of cost-effectiveness analyses: second panel on cost-effectiveness in health and medicine.JAMA.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Recommendations for conduct, methodological practices, and reporting of cost-effectiveness analyses: second panel on cost-effectiveness in health and medicine.JAMA

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.712756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e194bd25-dd61-42cf-b21a-10107a41c4ac · outbound

This paper cites Modeling good research practices—overview: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-1.Value in Health.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Modeling good research practices—overview: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-1.Value in Health

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.793129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85345189-97a4-449b-acf0-07b2f02979a9 · outbound

This paper cites State-transition modeling: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-3.Medical Decision Mak- ing.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative State-transition modeling: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-3.Medical Decision Mak- ing

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.878900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6e2ee15-f018-4d7e-b164-4a8431abf8da · outbound

This paper cites Bayesian optimization in a billion dimensions via random embeddings.Journal of Artificial Intelligence Research.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Bayesian optimization in a billion dimensions via random embeddings.Journal of Artificial Intelligence Research

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:10.964390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2813c64-6e84-4b0f-991e-ae4a4da891b9 · outbound

This paper cites Bayesian Optimization with Additive Kernels for a Stepwise Calibration of Simulation Models for Cost-Effectiveness Analysis.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Bayesian Optimization with Additive Kernels for a Stepwise Calibration of Simulation Models for Cost-Effectiveness Analysis

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.053374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da20e48b-c9dc-448a-8d00-acc108cd51d1 · outbound

This paper cites Bayesian optimization with additive kernels for the calibration of simulation models to perform cost-effectiveness analysis.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Bayesian optimization with additive kernels for the calibration of simulation models to perform cost-effectiveness analysis

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.135658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3ff8bc5-8042-4f43-9031-be6cc0d93660 · outbound

This paper cites Scalable global optimization via local Bayesian optimization (TuRBO).Advances in Neural Information Processing Systems.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Scalable global optimization via local Bayesian optimization (TuRBO).Advances in Neural Information Processing Systems

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.211977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f19bb6a9-333f-49dd-98c5-0760d774c1a4 · outbound

This paper cites Scalable constrained Bayesian optimization (SCBO).

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Scalable constrained Bayesian optimization (SCBO)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.294345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0df7109c-0e4b-4ce4-9d18-49b10b65f3a9 · outbound

This paper cites Attentionisallyouneed.Advances in Neural Information Processing Systems.2017;30:5998– 6008.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Attentionisallyouneed.Advances in Neural Information Processing Systems.2017;30:5998– 6008

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.378156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86aa41e0-3be0-4f58-8393-d9355cb5c85c · outbound

This paper cites Language models are few-shot learners.Advances in Neural Information Processing Systems.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Language models are few-shot learners.Advances in Neural Information Processing Systems

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.460417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f957d6a-4c5e-4f5a-96e6-b1961cd3319e · outbound

This paper cites An explanation of in-context learning as implicit Bayesian inference.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative An explanation of in-context learning as implicit Bayesian inference

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.540729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14485a26-f539-456e-8af1-90483c4c368e · outbound

This paper cites Qwen3 Technical Report.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Qwen3 Technical Report

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.628424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25560cb8-fb80-4100-8b26-5989cb1811eb · outbound

This paper cites an unresolved cited work.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T21:53:11.748553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca6b0fcc-1ddc-4b9b-965d-14e66e59403b · outbound

This paper cites Model summary.

Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative Model summary

Reference 28

Resolution: malformed identifier; no resolver link, observed 2026-08-01T21:53:11.911742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.