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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 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.

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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:50.362649Z digest=sha256:fde6f4a860a134aceb1d98d39ffc06fe542695170f237815da1f35c9ac6e67da

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:50.475426Z digest=sha256:c190b25ac352ec3cb433a58aaf6ede6bc64b058b43cb45e11b0706cd5b57cc96

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:50.645119Z digest=sha256:f33e122d4c6ffed64ebaaf2fef5485d1cb63141650d44ddea91a71f7a2ba6998

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:50.828881Z digest=sha256:8fc03bd3abb22770f6242082782fef52b753f4f1583beaa75fcbb82f6e8aa60e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:51.195159Z digest=sha256:1cb6f2aa18682047da6ba9043b89166ec88ca2bd30b1825f4ed2967f4283df37

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:51.421238Z digest=sha256:d70dd16e19efe2aa51fe67474b3ccb6aac0487eeb7c5328420ffae388f24cd45

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:b6c5d16b980fb535d5dcce4eca1e2bbf109d83cd3509154d59b0c5b745cffa68

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:51.717925Z digest=sha256:baa6a447dfcbc4298a985849486698c51a13d4436e320a67340dec64b870ec2f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:51.876044Z digest=sha256:dfcc0535ae888a9a49dbd98cf301a809bab58eddcfdae899728ef0353c0d6ceb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:52.108494Z digest=sha256:3c8a250b9aee2f2d43b1ed6827b9ad1634b6e6801a88d4f407bcc4873bf06012

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:52.268647Z digest=sha256:af47035e6b5f653c7d1be026650cb7859e9343d82282dc0449901448ff352e7b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:52.507847Z digest=sha256:41a0ec3106bb3e2159dd2463e1b742627753d72e8d830251a9cb4e78c55778f6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:52.649747Z digest=sha256:278a010ba7b0583a22a2c3360a59ba7de7b4e96735f906bf4ac36d59073c3aac

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:52.752046Z digest=sha256:cd074fbe7685341ccd2aa8738dacd8f84de93aa326f037bd21ee06461229f239

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:52.911660Z digest=sha256:f8df319713f0cbd5b91a5e161c9e2aa91e852203e076429c6410e986218a6aa4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:53.024042Z digest=sha256:835b6c84e887ec3f746fd350e94f2bcf72d604a358db1d88f4e2b032f958fdbe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:53.148126Z digest=sha256:25dd8120054559f4004bf4e99fd9a79938ffde305c072ce17103d288a5c6fe4c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:53.258698Z digest=sha256:276beaff2bb483e364f0063b927640ba8f7cc114c42001fa16dfdf1d6fa71344

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:a0d5c74d755d80b13b0806e1568ce7ae85aa3265a257593c5a4c0ed79b17c725

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:c57198811b27beeb61fd5ffbbbd5173606bc5bccd823b62378f6681e449ac3f0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:53.662721Z digest=sha256:86bbf531cc30206e331933c8b837c17d0b19f5175f4259e744aaca5fbe7dcefc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:53.779742Z digest=sha256:691c7c9bba968e52ae5c154a7ec57e719c48ffbb236d0aa769b137c7e0c3e4bb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:53.892512Z digest=sha256:8c3b4ca2bd12770197da604132ea2d5f5d6eeaa318ed669318d43f7bb26cfac9

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=sha256:79fc825656ac5887e5f4be5dc50466c17ca701de1d8e05550837f6d0bb990857

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:a47525a1ccc3e5934db6f54f1da2aa078e31eec966feacfd9146ced690689253

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:54.258341Z digest=sha256:762a3ca35448889b3a73149a28332a6b2c517861bf9f75c217072828657d6a97

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:54.392252Z digest=sha256:2498887118534821151d3f9b61fbc677d92606b97cb99307c261fe9a726ee866

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:12:51.022134Z digest=sha256:fed27508af9a12d44a9dd6f1c4b7617068440811f6bfea878fed5bd5253f9a7d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:15.135394Z digest=sha256:09a232a31cb107ae8654b41e028082fc8bf241701f4c22a053f6974479bbcc13