Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T12:07:51.287903Z
Paper Citation Record · LEDGER
A Digital Engineering Approach to Testing Modern AI and Complex Systems
As of 13 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2411.17479.
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 2026-08-12T06:34:41.77262+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
18 of 18 outbound references displayed
- verified exact0
- verified fuzzy18
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e9bfbc21-5855-4483-af88-0f990d3a467c · outbound
This paper cites Institutionalizing a Culture of Statistical Thinking in DoD Testing,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Institutionalizing a Culture of Statistical Thinking in DoD Testing,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.496767Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 33e067ca-b65b-4d44-9b0b-78621e2c38bb · outbound
This paper cites Explainable AI: interpreting, explaining and visualizing deep learning.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Explainable AI: interpreting, explaining and visualizing deep learning
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.486554Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a9073016-d028-4d37-a5d8-75efd46ac239 · outbound
This paper cites Test & Evaluation Management Guide, 6th Edition,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Test & Evaluation Management Guide, 6th Edition,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.476011Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 845c51af-5b88-40ea-a256-93132d5c947f · outbound
This paper cites Introduction to Operational Availabiltiy Ao.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Introduction to Operational Availabiltiy Ao
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.465967Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4e27dce8-8f0d-4062-9ebf-7381c073bbcf · outbound
This paper cites Digital Engineering.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Digital Engineering
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.454740Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation eb2e1f51-715b-486a-953a-a602071bfc36 · outbound
This paper cites B-21 Raider a Pathfinder for Digital Engineering Revolution.
A Digital Engineering Approach to Testing Modern AI and Complex Systems B-21 Raider a Pathfinder for Digital Engineering Revolution
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.444799Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4ab4bc76-8b87-4b1b-be31-d233be5b732e · outbound
This paper cites Future fighter program poses key test for US Air Force’s design method.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Future fighter program poses key test for US Air Force’s design method
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.434778Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ace30dac-ecae-4993-ac91-c0270283664f · outbound
This paper cites “Digital Engineering.
A Digital Engineering Approach to Testing Modern AI and Complex Systems “Digital Engineering
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.424162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 50276a72-1b75-426f-b803-0c2c37013268 · outbound
This paper cites AFSIM: The Air Force Research Laboratory’s Approach to Making M&S Ubiquitous in the Weapon System Concept Development Process,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems AFSIM: The Air Force Research Laboratory’s Approach to Making M&S Ubiquitous in the Weapon System Concept Development Process,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.413600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fdb368a2-f1da-4757-aa62-5b721d01e101 · outbound
This paper cites The black swan: The impact of the highly improbable.
A Digital Engineering Approach to Testing Modern AI and Complex Systems The black swan: The impact of the highly improbable
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.403349Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c10af382-92c4-47af-b71f-cde57d96d68f · outbound
This paper cites The power of generative ai: A review of requirements, models, input–output formats, evaluation metrics, and challenges,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems The power of generative ai: A review of requirements, models, input–output formats, evaluation metrics, and challenges,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.393391Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a1fd9106-8422-4b3b-ae08-82bc2e1708dd · outbound
This paper cites Available: http://rfview.islinc.com.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Available: http://rfview.islinc.com
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.382831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0c3c6813-49ca-486f-a1dd-80ba6bbbcfd3 · outbound
This paper cites Space-Time Adaptive Processing for Radar,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Space-Time Adaptive Processing for Radar,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.369202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation dd290dcd-b235-40e1-bd8d-3763de0cdbfc · outbound
This paper cites Explaining convolutional neural networks using softmax gradient layer-wise relevance propagation,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Explaining convolutional neural networks using softmax gradient layer-wise relevance propagation,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.357698Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 86774afb-04bd-4bb1-97e1-f4c9016db61e · outbound
This paper cites A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.347648Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d53e7ff9-36db-4f12-a02e-6d58a1a86526 · outbound
This paper cites A brief overview of ChatGPT: The history, status quo and potential future development,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems A brief overview of ChatGPT: The history, status quo and potential future development,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.336170Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation beec9111-9aba-44e2-addf-a4a22b2f386c · outbound
This paper cites https://www.geeksforgeeks.org/conditional-generative- adversarial-network/.
A Digital Engineering Approach to Testing Modern AI and Complex Systems https://www.geeksforgeeks.org/conditional-generative- adversarial-network/
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.324997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a7d6ec63-6f4e-4959-9639-489332c2533e · outbound
This paper cites Image-to-image translation with conditional adversarial networks,.
A Digital Engineering Approach to Testing Modern AI and Complex Systems Image-to-image translation with conditional adversarial networks,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T12:07:51.313733Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Pith citing papers
No inbound Pith citation observations are available.