Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:42:05.644072Z
Paper Citation Record · LEDGER
The AI Data Scientist
As of 8 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2508.18113.
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 2026-08-08T06:32:00.761636+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
24 of 24 outbound references displayed
- verified exact0
- verified fuzzy21
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b83a9708-03ab-47dc-a417-effa3f67bb7b · outbound
This paper cites 2023 State of Data Science Report.
The AI Data Scientist 2023 State of Data Science Report
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:14.064759Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 120d6a0f-0b8c-4ba6-98af-90df60c521b7 · outbound
This paper cites Data Engineers Spend Two Days Per Week Firefighting Bad Data, Data Quality Survey Says.
The AI Data Scientist Data Engineers Spend Two Days Per Week Firefighting Bad Data, Data Quality Survey Says
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:13.707517Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a0d1519d-9dcd-4115-a129-cdecf9e038e4 · outbound
This paper cites New Report: Enterprises Should Avoid DIY Pipelines.
The AI Data Scientist New Report: Enterprises Should Avoid DIY Pipelines
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:13.264846Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation daa33d9c-a3c9-47c6-9d5c-3a24dc4fee20 · outbound
This paper cites Why Most AI Implementations Fail, and What Enterprises Can Do to Beat the Odds.
The AI Data Scientist Why Most AI Implementations Fail, and What Enterprises Can Do to Beat the Odds
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:12.945000Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation db015a80-4c9a-4a84-8ef9-4751f264ca83 · outbound
This paper cites Why 85% of Your AI Models May Fail.
The AI Data Scientist Why 85% of Your AI Models May Fail
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:12.474753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3ae1922b-7e20-46d1-99bd-85fd1b3dbb61 · outbound
This paper cites Nearly Two-Thirds of Global Marketers Lack Confidence in Their Data, Analytics, Insights.
The AI Data Scientist Nearly Two-Thirds of Global Marketers Lack Confidence in Their Data, Analytics, Insights
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:12.184837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a2b089b1-c0e1-4e56-b322-4f6a5344edeb · outbound
This paper cites The Data-Driven Enterprise of 2025.
The AI Data Scientist The Data-Driven Enterprise of 2025
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:11.644747Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 65d8134d-1f09-4855-b8d3-0a6df4409f15 · outbound
This paper cites An Open Source AutoML Benchmark.
The AI Data Scientist An Open Source AutoML Benchmark
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:11.329990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6f7c0677-30b4-48df-b8d9-4b1782387c6a · outbound
This paper cites Tabular Data: Deep Learning Is Not All You Need.
The AI Data Scientist Tabular Data: Deep Learning Is Not All You Need
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:42:03.565007Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5870574-4206-41ef-81b0-3674c8aca00c · outbound
This paper cites The State of AI in 2025.
The AI Data Scientist The State of AI in 2025
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:10.884890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bbdc62e2-1128-4551-95dc-988e37b51605 · outbound
This paper cites Enterprise AI Strategy: Transforming Business with AI Agents and Advanced Models.
The AI Data Scientist Enterprise AI Strategy: Transforming Business with AI Agents and Advanced Models
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:10.572350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 720a4d38-de26-4c80-b886-c8831c295418 · outbound
This paper cites Large Language Model Operations (LL- MOps) Specialization.
The AI Data Scientist Large Language Model Operations (LL- MOps) Specialization
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:10.231658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 30a70685-b0b6-421c-88dc-c34be30c55e3 · outbound
This paper cites LLMOps: Concepts from Ideation to Deployment.
The AI Data Scientist LLMOps: Concepts from Ideation to Deployment
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:09.748485Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c77ab2c3-718e-4d30-aa7d-d29aab246581 · outbound
This paper cites Current state of LLM Risks and AI Guardrails.
The AI Data Scientist Current state of LLM Risks and AI Guardrails
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:42:04.046515Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68114525-090e-4613-8ffc-7fc74ebca537 · outbound
This paper cites LLM Guardrails for Secure and Accurate AI Deploy- ment.
The AI Data Scientist LLM Guardrails for Secure and Accurate AI Deploy- ment
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:09.364486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7c781f37-058f-4ca5-96a5-7a1c61049653 · outbound
This paper cites ISO/IEC 81227:2025 — Governance of Artificial Intelligence.
The AI Data Scientist ISO/IEC 81227:2025 — Governance of Artificial Intelligence
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:09.084818Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a07e612f-a691-448d-90a4-6409d74f4da0 · outbound
This paper cites The Enterprise Guide to AI Governance.
The AI Data Scientist The Enterprise Guide to AI Governance
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:08.794863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f6305b9a-218f-4135-8f01-8a527c7416cb · outbound
This paper cites Generative AI Lens — AWS Well-Architected Framework.
The AI Data Scientist Generative AI Lens — AWS Well-Architected Framework
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:08.500516Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 914576dc-6693-499e-ba79-e9f82b848f36 · outbound
This paper cites What Is Retrieval-Augmented Generation (RAG)?.
The AI Data Scientist What Is Retrieval-Augmented Generation (RAG)?
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:08.220414Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7263884d-b5c0-4d29-9a93-80acffe187cd · outbound
This paper cites Retrieval-Augmented Generation Becomes the Enterprise Standard.
The AI Data Scientist Retrieval-Augmented Generation Becomes the Enterprise Standard
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:07.535784Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cc727770-0a8e-4bc4-b152-b1396202f341 · outbound
This paper cites Transform Data into Real-Time Business Insights with New Relic Pathpoint.
The AI Data Scientist Transform Data into Real-Time Business Insights with New Relic Pathpoint
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:07.087069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 630630e4-b5cc-4d76-999c-00214f4f2ca4 · outbound
This paper cites Enterprise LLM Monitoring Metrics: What to Track and Why.
The AI Data Scientist Enterprise LLM Monitoring Metrics: What to Track and Why
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:06.707273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 53c3fd9a-6562-4419-ba2e-70eb400884b0 · outbound
This paper cites AUTHOR CONTRIBUTIONS F.A.
The AI Data Scientist AUTHOR CONTRIBUTIONS F.A
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:42:06.324894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7f81261a-8a77-4f3e-bd57-f2d2591c5429 · outbound
This paper cites an unresolved cited work.
The AI Data Scientist Unresolved cited work
Reference 2025
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:42:07.844825Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
No inbound Pith citation observations are available.