Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T18:49:24.383177Z
Paper Citation Record · LEDGER
Knowledge-based model validation using a custom metric
As of 17 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2412.07521.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
53 of 53 outbound references displayed
- verified exact2
- verified fuzzy45
- unresolved6
- parse uncertain0
- malformed identifier0
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External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 480c988b-a879-4d82-b8fd-6f5de182d8e2 · outbound
This paper cites Driving to safety: How many miles of driving would it take to demonstrate autonomous vehicle reliability?.
Knowledge-based model validation using a custom metric Driving to safety: How many miles of driving would it take to demonstrate autonomous vehicle reliability?
Reference 1
- Resolution
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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 0701a85c-2738-4bf3-8e64-bb4bda0688e9 · outbound
This paper cites Use of simulation for the homologation of automated driving functions,.
Knowledge-based model validation using a custom metric Use of simulation for the homologation of automated driving functions,
Reference 2
- Resolution
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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 c4b28cc8-9118-45ae-a044-abafe73d532f · outbound
This paper cites Simulation methods supporting homologation of electronic stability control in vehicle variants,.
Knowledge-based model validation using a custom metric Simulation methods supporting homologation of electronic stability control in vehicle variants,
Reference 3
- Resolution
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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 e710a6e8-df8d-4c50-b454-df527ab9ce4d · outbound
This paper cites Model validation and scenario selection for virtual-based homologation of automated vehicles,.
Knowledge-based model validation using a custom metric Model validation and scenario selection for virtual-based homologation of automated vehicles,
Reference 4
- Resolution
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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 ecde90cc-0502-4a2f-b12a-4a4fc8b0f6eb · outbound
This paper cites Virtual testing of automated driving systems. a survey on validation methods,.
Knowledge-based model validation using a custom metric Virtual testing of automated driving systems. a survey on validation methods,
Reference 5
- Resolution
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Source-reported events for the cited work
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Observation 247a8a05-b5d3-4eb5-99cf-4aa3e9d7b9aa · outbound
This paper cites Research methodology for a new validation concept in vehicle dynamics,.
Knowledge-based model validation using a custom metric Research methodology for a new validation concept in vehicle dynamics,
Reference 6
- Resolution
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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 45ec4398-72c5-4475-b125-dd160009726f · outbound
This paper cites Determining the validity of simulation models for the verification of automated driving systems,.
Knowledge-based model validation using a custom metric Determining the validity of simulation models for the verification of automated driving systems,
Reference 7
- Resolution
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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 2ef7f1db-b74b-4eac-b260-284fd7d65c4c · outbound
This paper cites Statistical model verification and validation concept in automotive vehicle design,.
Knowledge-based model validation using a custom metric Statistical model verification and validation concept in automotive vehicle design,
Reference 8
- Resolution
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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 1e54aa70-b6fd-42fc-823c-c4308d5d70d3 · outbound
This paper cites an unresolved cited work.
Knowledge-based model validation using a custom metric Unresolved cited work
Reference 9
- Resolution
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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 79f225ff-8771-432e-802f-fc85d3c6cfef · outbound
This paper cites Control system performance measures: Past, present, and future,.
Knowledge-based model validation using a custom metric Control system performance measures: Past, present, and future,
Reference 10
- Resolution
- verified fuzzy
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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 f325d9ea-3f4b-417e-a9ca-a5d9e570d4a2 · outbound
This paper cites an unresolved cited work.
Knowledge-based model validation using a custom metric Unresolved cited work
Reference 11
- Resolution
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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 998c39e9-faa3-40be-9601-61514904bde6 · outbound
This paper cites Review of statistical model calibration and validation—from the perspective of uncertainty structures,.
Knowledge-based model validation using a custom metric Review of statistical model calibration and validation—from the perspective of uncertainty structures,
Reference 12
- Resolution
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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 abfb4db4-8b21-4c3d-9a35-962c9ffa0b68 · outbound
This paper cites Verification and validation of simulation models,.
Knowledge-based model validation using a custom metric Verification and validation of simulation models,
Reference 13
- Resolution
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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 289cc714-0976-4b4b-ba24-4914cf6117c7 · outbound
This paper cites Measures of agreement between computation and experiment: Validation metrics,.
Knowledge-based model validation using a custom metric Measures of agreement between computation and experiment: Validation metrics,
Reference 14
- Resolution
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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 c5a39e32-489e-4c3d-adf4-8b15279638d7 · outbound
This paper cites Formulation of the thermal problem,.
Knowledge-based model validation using a custom metric Formulation of the thermal problem,
Reference 15
- Resolution
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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 0357940b-dc6f-426a-9d60-4b259f65f722 · outbound
This paper cites Model validation and predictive capability for the thermal challenge problem,.
Knowledge-based model validation using a custom metric Model validation and predictive capability for the thermal challenge problem,
Reference 16
- Resolution
- verified fuzzy
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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 c8f1a2d5-2485-485c-b42e-1ed2b1b89bbf · outbound
This paper cites Objective error measure for the comparison of calculated and measured transient response histories,.
Knowledge-based model validation using a custom metric Objective error measure for the comparison of calculated and measured transient response histories,
Reference 17
- Resolution
- verified fuzzy
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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 f2799600-59c9-423b-a9c6-abaff8ab45f0 · outbound
This paper cites A time- domain approach to model validation,.
Knowledge-based model validation using a custom metric A time- domain approach to model validation,
Reference 18
- Resolution
- verified fuzzy
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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 27805afa-753f-4e70-ad1a-a97df45bc8df · outbound
This paper cites A comprehensive metric for comparing time histories in validation of simulation models with emphasiis on vehicle safety applications,.
Knowledge-based model validation using a custom metric A comprehensive metric for comparing time histories in validation of simulation models with emphasiis on vehicle safety applications,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:25.166850Z
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 b9801b83-dce9-4a46-af4c-0309ea06a42c · outbound
This paper cites Dynamics model validation using time-domain metrics,.
Knowledge-based model validation using a custom metric Dynamics model validation using time-domain metrics,
Reference 20
- Resolution
- verified exact
- doi, observed 2026-08-11T18:49:24.443305Z
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 c31151ac-a876-41de-bb42-981d3a39b73e · outbound
This paper cites Frequency domain model validation in wasserstein metric,.
Knowledge-based model validation using a custom metric Frequency domain model validation in wasserstein metric,
Reference 21
- Resolution
- verified fuzzy
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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 080d901b-7c16-40a1-a374-64b028bbf45e · outbound
This paper cites Statistical validation of simulation models,.
Knowledge-based model validation using a custom metric Statistical validation of simulation models,
Reference 22
- Resolution
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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 8d1dadad-bae4-47e0-82ce-b94ce8b6dc48 · outbound
This paper cites Toward a Better Understanding of Model Validation Metrics,.
Knowledge-based model validation using a custom metric Toward a Better Understanding of Model Validation Metrics,
Reference 23
- Resolution
- verified exact
- doi, observed 2026-08-11T18:49:24.425182Z
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 5cdc7f28-fcd2-4586-84cc-a79951a710ca · outbound
This paper cites Statistical validation,.
Knowledge-based model validation using a custom metric Statistical validation,
Reference 24
- Resolution
- verified fuzzy
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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 82abbb5c-2316-482a-b63b-525be9cbc83b · outbound
This paper cites Statistical validation of simulation models,.
Knowledge-based model validation using a custom metric Statistical validation of simulation models,
Reference 25
- Resolution
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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 d2ce6354-23a0-4937-a284-da2db9f9b1be · outbound
This paper cites Further results on probabilistic model validation in wasserstein metric,.
Knowledge-based model validation using a custom metric Further results on probabilistic model validation in wasserstein metric,
Reference 26
- Resolution
- verified fuzzy
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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 f04c8c60-0ab1-4759-8b7a-5c76047a7e22 · outbound
This paper cites Online validity monitor for vehicle dynamics models,.
Knowledge-based model validation using a custom metric Online validity monitor for vehicle dynamics models,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:25.061199Z
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 55d46807-dd86-4491-be06-354a0aa4af85 · outbound
This paper cites A spectral-element method for modelling cavitation in transient fluid-structure interaction,.
Knowledge-based model validation using a custom metric A spectral-element method for modelling cavitation in transient fluid-structure interaction,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:25.042191Z
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 4ad88f72-797a-4689-b83b-d61f22dba29f · outbound
This paper cites Validation metrics for response histories: perspectives and case studies,.
Knowledge-based model validation using a custom metric Validation metrics for response histories: perspectives and case studies,
Reference 29
- Resolution
- verified fuzzy
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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 00ce0af0-3ad8-421c-9ca5-3b79b5336c8c · outbound
This paper cites Error measures for comparing transient data : Part i : Development of a comprehensive error measure part ii : Error measures case study,.
Knowledge-based model validation using a custom metric Error measures for comparing transient data : Part i : Development of a comprehensive error measure part ii : Error measures case study,
Reference 30
- Resolution
- verified fuzzy
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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 d8a1616a-ae9e-430e-95bf-01642976fe14 · outbound
This paper cites Road vehicles - objective rating metric for non-ambiguous signals,.
Knowledge-based model validation using a custom metric Road vehicles - objective rating metric for non-ambiguous signals,
Reference 31
- Resolution
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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 f4b25b17-2aa1-4273-9fe0-5a4ea7ebcdcc · outbound
This paper cites Durability, repeatability and reproducibility of the nhtsa side impact dummy,.
Knowledge-based model validation using a custom metric Durability, repeatability and reproducibility of the nhtsa side impact dummy,
Reference 32
- Resolution
- verified fuzzy
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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 b17ca9ac-6092-4617-9394-22c0bcd2da4e · outbound
This paper cites Validation of a two-wheel vehicle model using genetic algorithm,.
Knowledge-based model validation using a custom metric Validation of a two-wheel vehicle model using genetic algorithm,
Reference 33
- Resolution
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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 6eb2a06a-9447-4275-8c0e-3f485421bd5e · outbound
This paper cites Validation metric for dynamic system responses under uncertainty,.
Knowledge-based model validation using a custom metric Validation metric for dynamic system responses under uncertainty,
Reference 34
- Resolution
- verified fuzzy
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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 58b244ab-d4f7-453b-9d84-a7c72acabf1f · outbound
This paper cites New metrics for validation of data-driven random process models in uncertainty quantification,.
Knowledge-based model validation using a custom metric New metrics for validation of data-driven random process models in uncertainty quantification,
Reference 35
- Resolution
- verified fuzzy
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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 6def35e7-0032-4d7c-8d96-84aefe591227 · outbound
This paper cites A comprehensive framework for verifi- cation, validation, and uncertainty quantification in scientific computing,.
Knowledge-based model validation using a custom metric A comprehensive framework for verifi- cation, validation, and uncertainty quantification in scientific computing,
Reference 36
- Resolution
- verified fuzzy
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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 1417dd6e-4ccb-40bd-895c-df753e3b2ee6 · outbound
This paper cites Unified framework and survey for model verification, validation and uncertainty quantification,.
Knowledge-based model validation using a custom metric Unified framework and survey for model verification, validation and uncertainty quantification,
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.825006Z
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 6d6ac3b1-0e5b-49b5-b0f1-5e8c87a24816 · outbound
This paper cites Non-stationary gaussian process regression applied in validation of vehicle dynamics models,.
Knowledge-based model validation using a custom metric Non-stationary gaussian process regression applied in validation of vehicle dynamics models,
Reference 38
- Resolution
- verified fuzzy
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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 08313914-9df3-4623-946d-1ec29fc1d49a · outbound
This paper cites Bendersen, A student’s guide to data and error analysis.
Knowledge-based model validation using a custom metric Bendersen, A student’s guide to data and error analysis
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.791425Z
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 70fe60f3-7fd4-41f0-86eb-f8e0fa78bb45 · outbound
This paper cites Measurement Uncer- tainty Analysis Principles and Methods – NASA Measurement Quality Assurance Handbook – ANNEX 3,.
Knowledge-based model validation using a custom metric Measurement Uncer- tainty Analysis Principles and Methods – NASA Measurement Quality Assurance Handbook – ANNEX 3,
Reference 40
- Resolution
- verified fuzzy
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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 4f1b1183-6492-4045-a0d7-bc965b861ec9 · outbound
This paper cites Stand der Technik und der Wissenschaft: Modellvalidierung im Anwendungsbereich der Fahrdynamiksimulation,.
Knowledge-based model validation using a custom metric Stand der Technik und der Wissenschaft: Modellvalidierung im Anwendungsbereich der Fahrdynamiksimulation,
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.754584Z
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 113caaf0-96a7-40e5-8766-291f856af5de · outbound
This paper cites Model verification and validation,.
Knowledge-based model validation using a custom metric Model verification and validation,
Reference 42
- Resolution
- verified fuzzy
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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 a6dc7557-fa90-4cd1-9956-04b84cebb6c5 · outbound
This paper cites A framework for the testing and valdiation of simulated environments in experimentation and training,.
Knowledge-based model validation using a custom metric A framework for the testing and valdiation of simulated environments in experimentation and training,
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.719520Z
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 5c9b33c8-4f28-405d-b23e-a2f998bd2806 · outbound
This paper cites A formal framework for model verification in System Engineering: UPSL,.
Knowledge-based model validation using a custom metric A formal framework for model verification in System Engineering: UPSL,
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.700522Z
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 2b85db44-c21f-4adb-a123-bd3dd6d84a4b · outbound
This paper cites Regression shrinkage and selection via the lasso,.
Knowledge-based model validation using a custom metric Regression shrinkage and selection via the lasso,
Reference 45
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b930dc5a-ae1b-4ea2-b663-e15dd567bb06 · outbound
This paper cites an unresolved cited work.
Knowledge-based model validation using a custom metric Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T18:49:24.678435Z
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 74635ebf-3dea-4955-9ca9-d741bbdc3ae8 · outbound
This paper cites Contemporary Symbolic Regression Methods and their Relative Performance.
Knowledge-based model validation using a custom metric Contemporary Symbolic Regression Methods and their Relative Performance
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T18:49:24.348545Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53997357-ffbb-4257-805e-2d30679fd517 · outbound
This paper cites Unsupervised discovery of interpretable hyperelastic constitutive laws,.
Knowledge-based model validation using a custom metric Unsupervised discovery of interpretable hyperelastic constitutive laws,
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.660950Z
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 8e76d3c5-19fe-452a-b13e-1f33f789fb05 · outbound
This paper cites Fahrmeier, C.
Knowledge-based model validation using a custom metric Fahrmeier, C
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.642325Z
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 5e2e023e-8374-4d1a-8f41-cceb2beb6637 · outbound
This paper cites The method of manufactured universes for validating uncertainty quantification methods,.
Knowledge-based model validation using a custom metric The method of manufactured universes for validating uncertainty quantification methods,
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.626066Z
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 a37d8330-9cc5-4c7b-96b6-992185cc8f6d · outbound
This paper cites Spectral elements and field separation for an acoustic fluid subject to cavitation,.
Knowledge-based model validation using a custom metric Spectral elements and field separation for an acoustic fluid subject to cavitation,
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.609627Z
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 373f2e8b-a050-413f-bfa0-1ebea54e07de · outbound
This paper cites Measurement uncertainty analysis principles and methods,.
Knowledge-based model validation using a custom metric Measurement uncertainty analysis principles and methods,
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.592571Z
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 beaba7df-fbde-41d6-80a0-9e1a85b937aa · outbound
This paper cites Bosch mobility: Steer-by-wire,.
Knowledge-based model validation using a custom metric Bosch mobility: Steer-by-wire,
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T18:49:24.573770Z
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
No inbound Pith citation observations are available.