Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:12:54.392252Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2506.22267.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:12:54.392252Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:15:15.135394Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T19:15:17.167752Z
28 of 28 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4e8ff36e-9c2b-473f-af85-f7d61d4a0932 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need The semioe ontology: A semantic model solution for an ioe-based industry,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f7c6bb3e-c7a1-4b6c-a47a-f0cba7d47766 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need 50 years of queries,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bd1a046f-776a-4433-a888-47a181f7fc08 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Grafana: The open observability platform,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 839e57a8-adf3-4a26-93c9-1a3f84061397 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Integrating large language models with internet of things applications,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e32b2048-4ffa-4cd6-86d1-b1a4c17f2236 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need EXASAGE: The First Data Center Operational Data Co-pilot,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 607ddc6d-b08c-4ba1-a821-ef2b75652c29 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need ExaQuery: Proving Data Structure to Unstructured Telemetry Data in Large-Scale HPC,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a5224607-bfd0-47b6-a9ea-936e1492df97 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need M100 exadata: a data collection campaign on the cineca’s marconi100 tier-0 supercomputer,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6913cbc-f2f1-471c-a03b-73141882eddd · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need (2023) The cost of compute: A $7 trillion dollar race to scale data centers
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 500928a3-cf43-4ba4-b81c-1ecfde7585f7 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need ExaMon-X: a predictive maintenance framework for automatic monitoring in industrial iot sys- tems,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f8d859aa-a5b1-4131-8a41-475d51a3730f · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need A conceptual frame- work for hpc operational data analytics,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4690fe68-18a6-45c3-aff7-3ef9e368be6b · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Global experiences with hpc operational data measurement, collection and analysis,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b2d75abf-83b2-442d-a66d-cd0b451d80ae · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Sql over nosql: Smarter data decisions,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f6ddc1fa-451b-4b9f-8523-a0e79a45a0e7 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Querying heterogeneous data in graph-oriented nosql systems,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0dbf32b4-0173-4301-a14a-18f80a18f090 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Managing Schema Evolution in NoSQL Data Stores
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0c643f01-2a12-4b17-929b-f440d9795b07 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need A group discovery method based on collaborative filtering and knowledge graph for iot scenarios,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ab4e3548-375e-40f7-8d5f-e166ec55b97a · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Kg-ibl: Knowledge graph driven incremental broad learning for few-shot specific emitter identification,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7b1a2190-5b66-4c31-9d09-2e8798ad227c · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Multilayer internet-of- things middleware based on knowledge graph,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 35d6e573-daca-43d5-9496-fb04735fccf3 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Knowledge- based fault diagnosis in industrial internet of things: A survey,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1ee6c38e-5860-4b52-9826-bc6b1958ffce · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6e2838a-8551-4dec-a132-17fc708aaea1 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Unifying Large Language Models and Knowledge Graphs: A Roadmap
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ce6d09d-e9de-4808-b79f-8eb2f5256f1f · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need A survey on knowledge graphs: Representation, acquisition, and applications,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0b7c0348-fe09-4d1b-a4c5-198bc103784e · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Can llm already serve as a database interface? a big bench for large-scale database grounded text-to-sqls,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0d506850-57a0-48d6-adaf-ee98e3e8b058 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Retrieval- augmented generation for knowledge-intensive nlp tasks,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 859dd226-ca3f-41d6-b629-a60c2c632cde · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Gotham Dataset 2025: A Reproducible Large-Scale IoT Network Dataset for Intrusion Detection and Security Research
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation faf5c07d-714e-406f-86ad-eb2cc3ebf0ca · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Edge-iiotset: A new comprehensive realistic cyber security dataset of iot and iiot applications: Centralized and federated learning,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c6a6b90-8d6a-4bdd-a1ac-4aa618e5c885 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Polars vs. pandas: Benchmarking the performance,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c3612bb1-7187-459f-b659-53b53bb2bae9 · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Benchmarking energy performance of polars,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation db7996c6-9b72-4350-8cca-65eed4e247ae · outbound
From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Integrating Large Language Models with Internet of Things Applications
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7aa838d2-2fee-478d-8702-dab7542e2574 · inbound
A Unified Ontology for Scalable Knowledge Graph-Driven Operational Data Analytics in High-Performance Computing Systems From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.