Paper Citation Record · LEDGER

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data

As of 10 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2502.04421.

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

pith.paper-citation-record.v1
2502.04421 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:20:29.426078Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

36 of 36 outbound references displayed

verified exact4
verified fuzzy27
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c3fe2dac-977d-4b71-a47f-5c47c090b070 · outbound

This paper cites Sophos state of ransomware 2023,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Sophos state of ransomware 2023,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.601773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c35f3f61-35cf-45f2-93b2-90614bfcf730 · outbound

This paper cites Ransomware: Recent advances, analysis, challenges and future research directions,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Ransomware: Recent advances, analysis, challenges and future research directions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.588496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92979703-bdeb-458b-8251-dfb43d97273c · outbound

This paper cites Ransomware: Evolution, mitigation and prevention,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Ransomware: Evolution, mitigation and prevention,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.575149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a5ae309d-4f60-46eb-8a4e-d26260d204b0 · outbound

This paper cites The state of ransomware 2022.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data The state of ransomware 2022

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.561668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bf5fd078-57e7-4c25-b38f-d33c1274431a · outbound

This paper cites Ransomware mitigation: An analytical investigation into the effects and trends of ransomware at- tacks on global business.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Ransomware mitigation: An analytical investigation into the effects and trends of ransomware at- tacks on global business

Reference 5

Resolution: verified exact; doi, observed 2026-08-08T23:20:29.462891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d1683aec-b914-40b6-b87e-2875176b916b · outbound

This paper cites Cyber threat intelligence sharing: Survey and research directions,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Cyber threat intelligence sharing: Survey and research directions,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.548415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cfb933a1-113c-4fd5-bc3d-3412447036d5 · outbound

This paper cites The state of cyber intelligence practices in the united states: Cyber intelligence tradecraft report,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data The state of cyber intelligence practices in the united states: Cyber intelligence tradecraft report,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.534806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0c3b9790-1e32-4306-8222-388cf5170edb · outbound

This paper cites an unresolved cited work.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:30.521095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2445f15b-0b15-443c-b65c-a7e54baec87e · outbound

This paper cites Sans 2022 cyber threat intelligence survey,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Sans 2022 cyber threat intelligence survey,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.507553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 563b56f1-4237-4e5b-b023-d1d62a728d8a · outbound

This paper cites An observational assessment of CTI standards for blue teams: Student paper abstract,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data An observational assessment of CTI standards for blue teams: Student paper abstract,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.493931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 20d70a45-a562-4169-a469-55cd3ec2bfc1 · outbound

This paper cites Time for aCTIon: Automated Analysis of Cyber Threat Intelligence in the Wild.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Time for aCTIon: Automated Analysis of Cyber Threat Intelligence in the Wild

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:29.317551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21121ba5-8431-4e14-b10a-32c579975de8 · outbound

This paper cites Ttpdrill: Au- tomatic and accurate extraction of threat actions from unstructured text of cti sources,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Ttpdrill: Au- tomatic and accurate extraction of threat actions from unstructured text of cti sources,

Reference 12

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-08T23:20:30.181601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 20deb5aa-e560-422a-a877-49254d4ee0eb · outbound

This paper cites an unresolved cited work.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:30.480475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0c79ca2e-b846-4865-9c1d-f73f752c5dc3 · outbound

This paper cites “Att&ck.” Accessed: October 10, 2023.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data “Att&ck.” Accessed: October 10, 2023

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.467352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1db2359c-0d9c-4a6f-af62-a286e90083f3 · outbound

This paper cites Looking beyond iocs: Automatically extracting attack patterns from external cti,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Looking beyond iocs: Automatically extracting attack patterns from external cti,

Reference 15

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-08T23:20:30.007247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 052d67b3-2ad1-4a41-a9c3-7612f8e8d0fc · outbound

This paper cites Cyber threat attribution using unstruc- tured reports in cyber threat intelligence,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Cyber threat attribution using unstruc- tured reports in cyber threat intelligence,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.440299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 90d14732-70da-44a5-9c2d-450ce9769143 · outbound

This paper cites CTI view: APT threat intelligence analysis system,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data CTI view: APT threat intelligence analysis system,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.453912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8fb5cb13-e5b6-4c93-abce-9ff4c57d9bb9 · outbound

This paper cites Data backup system with integrated active protection against ransomware,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Data backup system with integrated active protection against ransomware,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.412899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b009fd26-b2f5-423c-a470-622095fff9fd · outbound

This paper cites Ap- plying staged event-driven access control to combat ransomware,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Ap- plying staged event-driven access control to combat ransomware,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.426777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 14c4ff50-88a5-4561-97c1-ab9095d5150e · outbound

This paper cites A review on spreading and foren- sics analysis of Windows-Based ransomware,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data A review on spreading and foren- sics analysis of Windows-Based ransomware,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.383301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c33b9900-f575-44a6-b1a1-a95e5f224443 · outbound

This paper cites Individual cyber security: Empowering employees to resist spear phishing to prevent identity theft and ransomware attacks,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Individual cyber security: Empowering employees to resist spear phishing to prevent identity theft and ransomware attacks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.398289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7a12ac87-f037-4fbc-b617-474f0c14acf2 · outbound

This paper cites Understanding the impact of ransomware: A survey on its evolution, mitigation and prevention techniques,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Understanding the impact of ransomware: A survey on its evolution, mitigation and prevention techniques,

Reference 22

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-08T23:20:29.825369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3ce34d0f-9980-46cf-8b5c-8dfafe6e0088 · outbound

This paper cites Byte frequency based indicators for Crypto-Ransomware detection from empirical analysis,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Byte frequency based indicators for Crypto-Ransomware detection from empirical analysis,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.369625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 07ea11c7-d6ce-49a8-96ea-7df5153b154e · outbound

This paper cites Per- sonality types and ransomware victimisation,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Per- sonality types and ransomware victimisation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.341592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7c33d6d3-4d98-4855-ac46-15d5d7431c11 · outbound

This paper cites Risk prediction of malware victimization based on user behavior,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Risk prediction of malware victimization based on user behavior,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.355616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 74239ac9-745d-4e08-8ce5-a8cb146da75b · outbound

This paper cites Chain-of-thought prompting elic- its reasoning in large language models,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Chain-of-thought prompting elic- its reasoning in large language models,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.314362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fd73cd24-a436-44fc-81a4-bb62948f2c57 · outbound

This paper cites Ransomware live.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Ransomware live

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.327928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 37701826-dc40-471c-b5fd-e860bf17fcfc · outbound

This paper cites Large Language Models are Zero-Shot Reasoners.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Large Language Models are Zero-Shot Reasoners

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:29.400163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e654dff8-b19d-4fbd-a152-f8e9134c5637 · outbound

This paper cites Structured threat information expression (stix ™ 2.1) - introduc- tion.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Structured threat information expression (stix ™ 2.1) - introduc- tion

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.300137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4b28ca5b-6049-4f6e-a77b-13a36c51352b · outbound

This paper cites Measuring and visual- izing cyber threat intelligence quality,.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Measuring and visual- izing cyber threat intelligence quality,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.270055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fd9070ce-9912-4c4f-be65-70119432ea64 · outbound

This paper cites Nist national vulnerability database.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Nist national vulnerability database

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.285402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9ec36199-ce31-4c40-8199-aaf7909bfdb1 · outbound

This paper cites Announcing grok.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Announcing grok

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.242130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e874eccd-5f75-431a-8364-915220579bc8 · outbound

This paper cites Welcome to the gemini era.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Welcome to the gemini era

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.256046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 448f64ac-ed3f-440c-8d07-5b0efe6c7940 · outbound

This paper cites Introducin llama 2.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data Introducin llama 2

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.213053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0cf447f4-4509-4028-aa57-7a7b67c54a1d · outbound

This paper cites [Online].

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data [Online]

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:20:30.227352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ba28e607-1531-4ae0-8f8a-221a1b590a99 · outbound

This paper cites ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management.

Assessing and Prioritizing Ransomware Risk Based on Historical Victim Data ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:29.331246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.