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Paper Citation Record · LEDGER

From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need

As of 11 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.

pith.paper-citation-record.v1
2506.22267 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:12:54.392252Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:15:15.135394Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T19:15:17.167752Z

Reference resolution

28 of 28 outbound references displayed

  • verified exact2
  • verified fuzzy19
  • unresolved5
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e8ff36e-9c2b-473f-af85-f7d61d4a0932 · outbound

This paper cites The semioe ontology: A semantic model solution for an ioe-based industry,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:59.819223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:50.362649Z digest=sha256:397299edd612570f77b98261a039c8fe843640ccc843fc73691876c471e804ea

Observation f7c6bb3e-c7a1-4b6c-a47a-f0cba7d47766 · outbound

This paper cites 50 years of queries,.

From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need 50 years of queries,

Reference 2

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T22:12:59.668601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:50.475426Z digest=sha256:c23fa801b8c46c2f8a1299aa8f4e36ea7b97448cd5d3f9f44ecc9944f8df9a42

Observation bd1a046f-776a-4433-a888-47a181f7fc08 · outbound

This paper cites Grafana: The open observability platform,.

From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Grafana: The open observability platform,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:59.553169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:50.645119Z digest=sha256:6b63c6bf01f67fea7a470c6651f5def17dcd6416a8dbc8552e985f3278db4b2d

Observation 839e57a8-adf3-4a26-93c9-1a3f84061397 · outbound

This paper cites Integrating large language models with internet of things applications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:59.402427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:50.828881Z digest=sha256:cf28d51a6601bb836aaeeef175909f50c77ac0c691b0ca9ca97962327f650595

Observation e32b2048-4ffa-4cd6-86d1-b1a4c17f2236 · outbound

This paper cites EXASAGE: The First Data Center Operational Data Co-pilot,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:59.196056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:51.195159Z digest=sha256:eeacad5baadd8695e0c2d3e665a5fa228aebf5c1754d8915e059c796b6ed790a

Observation 607ddc6d-b08c-4ba1-a821-ef2b75652c29 · outbound

This paper cites ExaQuery: Proving Data Structure to Unstructured Telemetry Data in Large-Scale HPC,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:58.873825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:51.421238Z digest=sha256:d1903e3b8484daf0514ba61029a8dd6f52871a109edf7bad9bb7df542651606f

Observation a5224607-bfd0-47b6-a9ea-936e1492df97 · outbound

This paper cites M100 exadata: a data collection campaign on the cineca’s marconi100 tier-0 supercomputer,.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T22:12:51.569555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:12:51.569555Z digest=sha256:7e2ba47bd34245e83f912ab9bd2c3509ae2e731cb6f5de39f3eeda89dd10fb64

Observation a6913cbc-f2f1-471c-a03b-73141882eddd · outbound

This paper cites (2023) The cost of compute: A $7 trillion dollar race to scale data centers.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:58.599214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:51.717925Z digest=sha256:93158ac95e8a8d528cda15a9f50bf92b2360e9c63536406cc19e841e6d41704d

Observation 500928a3-cf43-4ba4-b81c-1ecfde7585f7 · outbound

This paper cites ExaMon-X: a predictive maintenance framework for automatic monitoring in industrial iot sys- tems,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:58.523998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:51.876044Z digest=sha256:595fb046bb93f112bc8f7c6bfe34a9148c7d6da99af626efde55cff69aa32cc3

Observation f8d859aa-a5b1-4131-8a41-475d51a3730f · outbound

This paper cites A conceptual frame- work for hpc operational data analytics,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:58.358583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:52.108494Z digest=sha256:6ab830dcbbc97733499f19406150e51c3cae5868140c3335f7624baaecd07711

Observation 4690fe68-18a6-45c3-aff7-3ef9e368be6b · outbound

This paper cites Global experiences with hpc operational data measurement, collection and analysis,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:58.076394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:52.268647Z digest=sha256:92f23fbccd113fa53fa2485279ac6047ca9f4cfedea4c890c23bb25bc885881f

Observation b2d75abf-83b2-442d-a66d-cd0b451d80ae · outbound

This paper cites Sql over nosql: Smarter data decisions,.

From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Sql over nosql: Smarter data decisions,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:57.830910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:52.507847Z digest=sha256:ecc40500ef14f9ea8f6f77323f90c98929d19d96a5a85e19a81fa4e99e2c23fe

Observation f6ddc1fa-451b-4b9f-8523-a0e79a45a0e7 · outbound

This paper cites Querying heterogeneous data in graph-oriented nosql systems,.

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

Resolution
verified exact
doi, observed 2026-08-06T22:12:54.626729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:52.649747Z digest=sha256:4b0fa43a7fc3fbc7379118b900aad804524c9c2c5f1f5400a04b08f3010e03b3

Observation 0dbf32b4-0173-4301-a14a-18f80a18f090 · outbound

This paper cites Managing Schema Evolution in NoSQL Data Stores.

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

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:12:54.825841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:52.752046Z digest=sha256:2e7b75ceb4e3ef79e0978f35e2bde7babadfe368b17b88fc37f4e81d516aad35

Observation 0c643f01-2a12-4b17-929b-f440d9795b07 · outbound

This paper cites A group discovery method based on collaborative filtering and knowledge graph for iot scenarios,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:57.487086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:52.911660Z digest=sha256:0524a8726e90f3e4b3a3026f8e7ebd7b45ed746241db1b0b49d0ecbd81ab95cd

Observation ab4e3548-375e-40f7-8d5f-e166ec55b97a · outbound

This paper cites Kg-ibl: Knowledge graph driven incremental broad learning for few-shot specific emitter identification,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:57.211409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:53.024042Z digest=sha256:4b869a7315a9a1969c5fc11afa98bbfebba1aba9a23cd594579a31082c8b75c9

Observation 7b1a2190-5b66-4c31-9d09-2e8798ad227c · outbound

This paper cites Multilayer internet-of- things middleware based on knowledge graph,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:56.912506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:53.148126Z digest=sha256:e7fb3cf35e8f13119cbd76545784bcd545df06b86d1f429394c6fc611e45fd39

Observation 35d6e573-daca-43d5-9496-fb04735fccf3 · outbound

This paper cites Knowledge- based fault diagnosis in industrial internet of things: A survey,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:56.564584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:53.258698Z digest=sha256:82e7e1cbbd3ed131444205ecdf40defb871daa6917a44fc3179735d61a5fb78f

Observation 1ee6c38e-5860-4b52-9826-bc6b1958ffce · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T22:12:53.420290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:12:53.420290Z digest=sha256:71d754712a163c84d35c0b70131effe2ac843222a8f229f92571cae0bd613470

Observation a6e2838a-8551-4dec-a132-17fc708aaea1 · outbound

This paper cites Unifying Large Language Models and Knowledge Graphs: A Roadmap.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T22:12:53.529999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:12:53.529999Z digest=sha256:fb6c34942b956cc66a5ba3301b75783da62b36b171ec69fe27b788f086f9bd61

Observation 0ce6d09d-e9de-4808-b79f-8eb2f5256f1f · outbound

This paper cites A survey on knowledge graphs: Representation, acquisition, and applications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:56.267760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:53.662721Z digest=sha256:2bbfa6a8817513c34706d0fefaecb45e3f9abc864e40319c9f337da40d7de3da

Observation 0b7c0348-fe09-4d1b-a4c5-198bc103784e · outbound

This paper cites Can llm already serve as a database interface? a big bench for large-scale database grounded text-to-sqls,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:56.024990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:53.779742Z digest=sha256:e5ea724d6a45aa3cb52541caa160d2a10336a9c04f8319a41e38d6b232db065a

Observation 0d506850-57a0-48d6-adaf-ee98e3e8b058 · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:55.813221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:53.892512Z digest=sha256:59b3dd88dd6f0fc986c3afb20d5aa34d9958210408a2bea90a446c597396c461

Observation 859dd226-ca3f-41d6-b629-a60c2c632cde · outbound

This paper cites Gotham Dataset 2025: A Reproducible Large-Scale IoT Network Dataset for Intrusion Detection and Security Research.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T22:12:54.022470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:12:54.022470Z digest=sha256:3dfa2dd7dc4d3197fb47c6b7c12c7ec143db908d0efbafb4712b962ad35f9859

Observation faf5c07d-714e-406f-86ad-eb2cc3ebf0ca · outbound

This paper cites Edge-iiotset: A new comprehensive realistic cyber security dataset of iot and iiot applications: Centralized and federated learning,.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T22:12:54.148021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:12:54.148021Z digest=sha256:a3367ea3b3b4a37d66fa55b7366beff68a0cb017a9a304c836dfe8831b8e05a5

Observation 5c6a6b90-8d6a-4bdd-a1ac-4aa618e5c885 · outbound

This paper cites Polars vs. pandas: Benchmarking the performance,.

From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Polars vs. pandas: Benchmarking the performance,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:55.495858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:54.258341Z digest=sha256:3060e0f9d2bf5985f174a3090f55e61c797a1d1ae4eb9df69efc4bbb6ec9dafb

Observation c3612bb1-7187-459f-b659-53b53bb2bae9 · outbound

This paper cites Benchmarking energy performance of polars,.

From Data Center IoT Telemetry to Data Analytics Chatbots -- Virtual Knowledge Graph is All You Need Benchmarking energy performance of polars,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:12:55.274761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:54.392252Z digest=sha256:4793db9281bc3d7e51fc22238bcdfedf8dbd13bcb13eaf8ec368341f1c403b1e

Observation db7996c6-9b72-4350-8cca-65eed4e247ae · outbound

This paper cites Integrating Large Language Models with Internet of Things Applications.

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

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T22:12:55.091197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T22:12:51.022134Z digest=sha256:9bc4c34066e5d6fecacd062cd2281a2a431ca2b3ab77fbfb8da78cfeefbe936a

Pith citing papers

Observation 7aa838d2-2fee-478d-8702-dab7542e2574 · inbound

A Unified Ontology for Scalable Knowledge Graph-Driven Operational Data Analytics in High-Performance Computing Systems cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:15:17.243128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T19:15:15.135394Z digest=sha256:d4119f07e55281f4217b5fb0213d45eb75b09cdcbb03c49133559f821f348410