Paper Citation Record · LEDGER

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges

As of 18 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 2 inbound Pith citation observations for arXiv:2504.12143.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.12143 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:40:27.081895Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:28:50.418660Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T22:16:52.600901Z

Reference resolution

36 of 36 outbound references displayed

verified exact2
verified fuzzy23
unresolved9
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ee6edce0-8a10-4293-b37d-892ed457c0de · outbound

This paper cites Toward next- generation cyber range: A comparative study of training platforms,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Toward next- generation cyber range: A comparative study of training platforms,

Reference 1

Resolution: verified exact; doi, observed 2026-08-16T12:40:27.147433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7878adad-40d1-4919-ac3b-ce3066bb5a75 · outbound

This paper cites Cyber range automation overview with a case study of CRATE,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Cyber range automation overview with a case study of CRATE,

Reference 2

Resolution: malformed identifier; raw_fallback, observed 2026-08-16T12:40:27.674377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8baee3e3-db2d-4940-8cf4-bb53c4e27547 · outbound

This paper cites Automating the deployment of cyber range with openstack,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Automating the deployment of cyber range with openstack,

Reference 3

Resolution: verified exact; doi, observed 2026-08-16T12:40:27.134502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ca4283da-8456-4d9e-9470-7ddc0ba73b8c · outbound

This paper cites Applications of llms for generating cyber security exercise scenarios,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Applications of llms for generating cyber security exercise scenarios,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.661946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f3491f3b-464a-4be2-a27c-628b53aa0fb5 · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:26.950282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cc8e664-c67f-4d37-a35c-b965d85e419d · outbound

This paper cites Cyexec*: A high-performance container-based cyber rangewithscenariorandomization,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Cyexec*: A high-performance container-based cyber rangewithscenariorandomization,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.650608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2ab1f0cf-2ecd-4d0b-8af3-e2a02f7ab6d8 · outbound

This paper cites Cyber- security education and training support system: Cyris,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Cyber- security education and training support system: Cyris,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.639304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0731ae30-8720-4914-8aa1-f144a5c21c5f · outbound

This paper cites Cyber ranges,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Cyber ranges,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.627883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e6defd8f-4b98-4956-9944-4cc2d627f71f · outbound

This paper cites Toward a log-based anomaly detection system for cyber range platforms,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Toward a log-based anomaly detection system for cyber range platforms,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:26.968044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fce6f34f-8361-4866-9aad-62f7f311ad81 · outbound

This paper cites Unveiling attack patterns from CTF network logs with process mining techniques,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Unveiling attack patterns from CTF network logs with process mining techniques,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.617038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 48f06600-5447-4853-b5df-1cb9c24eb0f3 · outbound

This paper cites What is a cyber range? learn hands-on cybersecurity skills,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges What is a cyber range? learn hands-on cybersecurity skills,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.604293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation de2dca23-1069-46fd-abb9-8ccb454b99af · outbound

This paper cites Thecyberrange:Aguide,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Thecyberrange:Aguide,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.592868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 14d14c5b-93bb-4b52-952c-ebf47a265e11 · outbound

This paper cites National cyber range overview,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges National cyber range overview,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.581458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1790752d-9173-4f57-9a94-3107d4f410cf · outbound

This paper cites Futureinternetresearchand experimentation,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Futureinternetresearchand experimentation,

Reference 14

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T12:40:27.281048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d569f6fd-2d59-4d79-96ae-d142d1fb68e5 · outbound

This paper cites Wooldridge, An Introduction to MultiAgent Systems , 2nd ed.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Wooldridge, An Introduction to MultiAgent Systems , 2nd ed

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.569928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 611bea1a-cd80-4889-9f6f-b182be5fab6f · outbound

This paper cites The rise and potential of large language model based agents: a survey,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges The rise and potential of large language model based agents: a survey,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.558969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8136e749-bbb9-4d87-9ed5-512141bc5673 · outbound

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

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Retrieval-augmented generation for knowledge-intensive nlp tasks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.546804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b009086e-3998-4c62-a085-7f5aa916a1da · outbound

This paper cites Langchain,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Langchain,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.534500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 08d68070-9570-4fca-bcaa-648b0f33deff · outbound

This paper cites Llamaindex,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Llamaindex,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.523102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 928d11a7-1bd8-49d7-87c9-78fb775e05e3 · outbound

This paper cites Langdroid.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Langdroid

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.511281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d166c614-3202-4bf3-b178-268badaa1c16 · outbound

This paper cites an unresolved cited work.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:27.498346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 544a2975-9081-4899-bfb8-ddf2ce650f9c · outbound

This paper cites Summarization: (1) using MMR for diversity- based reranking and (2) evaluating summaries,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Summarization: (1) using MMR for diversity- based reranking and (2) evaluating summaries,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.485307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0b26642b-837a-47b4-8959-d2c75ff5712d · outbound

This paper cites Claude 3.7 sonnet system card,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Claude 3.7 sonnet system card,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.472008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a332fb62-5963-4d5a-a4af-3207bdfd1f48 · outbound

This paper cites Sentence-BERT: Sentence embeddings using Siamese BERT-networks,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Sentence-BERT: Sentence embeddings using Siamese BERT-networks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.460231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5b697581-7743-43f5-8ccf-83097ae0bba6 · outbound

This paper cites Is cosine-similarity of embeddings really about similarity?.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Is cosine-similarity of embeddings really about similarity?

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.447347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3cc220b2-bbb6-4bc3-a247-a2cb2ae103b5 · outbound

This paper cites LangGraph.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges LangGraph

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.434601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 97f9950b-7c2c-4651-b25b-a88ebd611ba7 · outbound

This paper cites cyb3rlab/cyris.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges cyb3rlab/cyris

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.422266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 34cfa776-075b-4dcd-9b53-68225d254609 · outbound

This paper cites GPT-4o System Card.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges GPT-4o System Card

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.047775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b563712-2155-49b3-9fb1-1aa15a829d1f · outbound

This paper cites Mistral large 2,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Mistral large 2,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.411074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6eb15b8f-0d99-4048-b2bb-ee3b53f29de5 · outbound

This paper cites Nautilus: A tool for automated de- ployment and sharing of cyber range scenarios,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Nautilus: A tool for automated de- ployment and sharing of cyber range scenarios,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.399866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f3ecae3d-5c75-4c15-8bdb-66dec9447409 · outbound

This paper cites Automating the Generation of Cyber Range Virtual Scenarios with VSDL.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Automating the Generation of Cyber Range Virtual Scenarios with VSDL

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.060478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1153f2c7-7602-4093-a557-8f57a02d98f8 · outbound

This paper cites When LLMs meet cybersecurity: a systematic literature review,.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges When LLMs meet cybersecurity: a systematic literature review,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.387656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b9ab4f12-9249-4680-9b55-84c995e10a32 · outbound

This paper cites LLM Agents can Autonomously Hack Websites.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges LLM Agents can Autonomously Hack Websites

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.073137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cebc8a5-b678-42e0-8f69-879f74d6fb68 · outbound

This paper cites LLM Agents can Autonomously Exploit One-day Vulnerabilities.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges LLM Agents can Autonomously Exploit One-day Vulnerabilities

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.077364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2127903c-06a9-46f0-b1e3-4fcc33e26189 · outbound

This paper cites Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.081895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d978eef9-0ac3-4a85-aa71-83da0318247c · outbound

This paper cites Available: http://dx.doi.org/10.1186/s42400-025-00361-w.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Available: http://dx.doi.org/10.1186/s42400-025-00361-w

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.068618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ce4144a9-2bea-4ad5-8845-904734fcedfa · inbound

ICSLure: A Very High Interaction Honeynet for PLC-based Industrial Control Systems cites this paper.

ICSLure: A Very High Interaction Honeynet for PLC-based Industrial Control Systems ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T10:28:50.418660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 414c287d-99a1-4b50-afa9-44f846a9dba8 · inbound

Dynamic Cyber Ranges cites this paper.

Dynamic Cyber Ranges ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:16:52.656003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.