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Paper Citation Record · LEDGER

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection

As of 19 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 3 inbound Pith citation observations for arXiv:2505.03796.

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

pith.paper-citation-record.v1
2505.03796 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:38:36.419865Z

measured 29 of 29 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:50:59.860709Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T00:31:24.611904Z

Reference resolution

26 of 26 outbound references displayed

  • verified exact2
  • verified fuzzy21
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 02f2abc5-6363-4490-bcea-62b1401c5ef0 · outbound

This paper cites Technical report, Verizon Enter- prise Solutions, 2024.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Technical report, Verizon Enter- prise Solutions, 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:37.227346Z

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.

source=pdf_text observed=2026-08-16T04:38:36.107008Z digest=sha256:0f45a131ae5b14c87426af5e0bd51144d8fa2936772a401c8077183bfd7cb709

Observation 8b65e4a4-b554-456c-8a4c-ab7cde942c6b · outbound

This paper cites 2022 Cost of Insider Threats Global Report.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection 2022 Cost of Insider Threats Global Report

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:37.217108Z

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.

source=pdf_text observed=2026-08-16T04:38:36.111479Z digest=sha256:f34695d410ff2dc3fc344c7a383b4094acacd35784a26b073ce86263184e90c9

Observation c06c2942-62e6-47a8-b3a7-7dac17a2847d · outbound

This paper cites Using AI for Behavioral Analytics in Cybersecurity: Detecting Anomalies and Insider Threats.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Using AI for Behavioral Analytics in Cybersecurity: Detecting Anomalies and Insider Threats

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:37.139253Z

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.

source=pdf_text observed=2026-08-16T04:38:36.115528Z digest=sha256:ec3f28c8ee6fbfbd20d3feb4dae9c2ea1cd5bfb27579f5e4fbe41f8e2d5fd271

Observation f5855137-9802-4e8d-81c8-5a5a263b3f26 · outbound

This paper cites Privacy Framework: A Tool for Improving Privacy through Enterprise Risk Management.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Privacy Framework: A Tool for Improving Privacy through Enterprise Risk Management

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:37.099387Z

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.

source=pdf_text observed=2026-08-16T04:38:36.118867Z digest=sha256:86e582909e6a46da3a2183e974c9887e50cb083b955d06e045cadfa2e143d520

Observation 6a44dcea-ac64-484f-af7b-8bc1f1e185cf · outbound

This paper cites Azure Active Directory Documentation.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Azure Active Directory Documentation

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:37.089967Z

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.

source=pdf_text observed=2026-08-16T04:38:36.122807Z digest=sha256:7314509ea9c5a69ca060744806409ea65ea40002c0e7c9b985923028bbde579a

Observation aebd50df-7ac3-4bf3-9b83-01274232a3ca · outbound

This paper cites Identity and Access Management (IAM).

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Identity and Access Management (IAM)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:37.081067Z

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.

source=pdf_text observed=2026-08-16T04:38:36.184962Z digest=sha256:a8ccbaafe97bbbea6b66beb2f6bce3871b243409073a23f0d4ca7754454f5bd5

Observation df28a530-1436-46ff-8c8f-65c369efd5e5 · outbound

This paper cites Google Workspace Admin Help.https://support.google.com/a/, 2024.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Google Workspace Admin Help.https://support.google.com/a/, 2024

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:37.071893Z

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.

source=pdf_text observed=2026-08-16T04:38:36.236332Z digest=sha256:4397afb16a0a9e10f7854b421c5b0e4a68723b267823d8129563de8124a65c4c

Observation 66bde800-c761-4f69-bdd7-e959673513f9 · outbound

This paper cites GPT-4 Technical Report.https://openai.com/research/gpt-4, 2023.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection GPT-4 Technical Report.https://openai.com/research/gpt-4, 2023

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.990538Z

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.

source=pdf_text observed=2026-08-16T04:38:36.239912Z digest=sha256:a803ae79ef9c08552930f96559cb53266ae1ef23f1353c8e2edf1772e5e3ecfa

Observation 2cf9185e-3524-4482-9009-daac7da10421 · outbound

This paper cites Market Guide for Insider Risk Management Solutions.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Market Guide for Insider Risk Management Solutions

Reference 9

Resolution
verified exact
raw_fallback, observed 2026-08-16T04:38:36.586719Z

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.

source=pdf_text observed=2026-08-16T04:38:36.243244Z digest=sha256:6819fa91c4b9e2e17db947cf2e7e7352a50b5e93e2b9368ce70da5182669cad7

Observation cf9e6ee5-90bd-461b-b0ca-44ab11275f94 · outbound

This paper cites Security and privacy controls for federal information systems and organizations.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Security and privacy controls for federal information systems and organizations

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.944951Z

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.

source=pdf_text observed=2026-08-16T04:38:36.246405Z digest=sha256:410d4395e400d5233e5f9011a268718a118a3c88c7913606489f6280ab297040

Observation dad1748b-130b-456f-8a06-6a90a1e7f2d1 · outbound

This paper cites 2023 Data Breach Investigations Report.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection 2023 Data Breach Investigations Report

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.935180Z

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.

source=pdf_text observed=2026-08-16T04:38:36.249287Z digest=sha256:2eb38838069fd4d770e2389144c925d9dfa03c961bd5a8886de53ac036b8fb1c

Observation 35d6fa31-9119-40f8-a570-89941d15993a · outbound

This paper cites Gartner Identifies the Top Cybersecurity Trends for 2023.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Gartner Identifies the Top Cybersecurity Trends for 2023

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.925158Z

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.

source=pdf_text observed=2026-08-16T04:38:36.252519Z digest=sha256:4812e94c9c05dd8820132d4311c35b38b06679eda880b2c3e179bd9566d678e1

Observation 2ea7b2f5-6b79-4378-be40-ea8025d5e192 · outbound

This paper cites In 2013 IEEE Security and Privacy Workshops, pp.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection In 2013 IEEE Security and Privacy Workshops, pp

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.915927Z

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.

source=pdf_text observed=2026-08-16T04:38:36.255549Z digest=sha256:8abb59dbc548b460030d2f1c7ebf3d13034bb17c294f7c74f29b9136a5267e25

Observation a4b2ff6c-a661-4ff8-ac65-eb7ab2750c85 · outbound

This paper cites CERT Insider Threat Tools and Datasets.Technical Report, 2016.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection CERT Insider Threat Tools and Datasets.Technical Report, 2016

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.820258Z

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.

source=pdf_text observed=2026-08-16T04:38:36.259555Z digest=sha256:f162edf2c5d9af2a3d43fe44c8034550ba7eea209b6802622808dfaa1d00f8b0

Observation e484677d-e7b1-42f7-8976-2efc08fb7dee · outbound

This paper cites A survey of insider attack detection research.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection A survey of insider attack detection research

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.803912Z

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.

source=pdf_text observed=2026-08-16T04:38:36.262698Z digest=sha256:dbad5b79ea932a23401623a9ea783402fcfcfcac90ad06f0cc07d5443d5e242d

Observation 11a7e062-6041-4cf7-a9cc-bb7b97724465 · outbound

This paper cites and Frincke, Deborah A.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection and Frincke, Deborah A

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.795264Z

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.

source=pdf_text observed=2026-08-16T04:38:36.265579Z digest=sha256:30ef7d5649f2ab132767c1089f28d41ffe152da41fe3933ca15eb41f23dd0d0a

Observation cce2066f-1a60-4ae2-bd68-ad70e0b2b220 · outbound

This paper cites an unresolved cited work.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T04:38:36.786821Z

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.

source=pdf_text observed=2026-08-16T04:38:36.268667Z digest=sha256:6144252f118dc7247c3a2f86462618da28607fce00ccfc78a6eb81b55c2c687c

Observation 7581a7a2-34a1-4eee-9e00-03fd64475053 · outbound

This paper cites Risk assessment model based on user behavior for insider threats.Computers & Security, 77, 428–440, 2018.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Risk assessment model based on user behavior for insider threats.Computers & Security, 77, 428–440, 2018

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.777897Z

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.

source=pdf_text observed=2026-08-16T04:38:36.272000Z digest=sha256:ecf396e72a6ed162e2a10132c492dc9d7b75dfc27fc3086cd48510428a910e4c

Observation b7749c07-d838-48fb-9a8f-d6e81ef87473 · outbound

This paper cites L., & Hohimer, R.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection L., & Hohimer, R

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.767818Z

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.

source=pdf_text observed=2026-08-16T04:38:36.274910Z digest=sha256:a2eb8e63f90754194233cedbfe485a223292e8a223da0ce9636f5557e1e6263c

Observation e657e1cc-4203-4058-ba1d-110a6ea5f193 · outbound

This paper cites Insider Detection using Deep Autoencoder and Variational Autoencoder Neural Networks.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Insider Detection using Deep Autoencoder and Variational Autoencoder Neural Networks

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-16T04:38:36.455866Z

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.

source=pdf_text observed=2026-08-16T04:38:36.277898Z digest=sha256:e8b0ab885445cdd45d9c5ab1079f3d3767e21a2ebee0652502ea3f086008cc0e

Observation 92210d57-07ad-4962-8cdc-e30705d530b8 · outbound

This paper cites Humans in AI: The necessity for human-in-the-loop (HILT).Se- curity Magazine, 2024.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Humans in AI: The necessity for human-in-the-loop (HILT).Se- curity Magazine, 2024

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.758608Z

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.

source=pdf_text observed=2026-08-16T04:38:36.281304Z digest=sha256:c3ca79be25ca09887c140c373e5cff5372501f273512b466a6d765ff109df7c6

Observation a65a78b4-e15e-4869-8c2d-0d4c3bfd6b77 · outbound

This paper cites an unresolved cited work.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-16T04:38:36.748665Z

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.

source=pdf_text observed=2026-08-16T04:38:36.284847Z digest=sha256:56e18df989cf1c49df6f87a5d210c9cc936eb849e5dbe4b04a7503ccf608dba2

Observation 61f66f38-6bc6-4175-8fe7-7064eaf490eb · outbound

This paper cites an unresolved cited work.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-16T04:38:36.661917Z

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.

source=pdf_text observed=2026-08-16T04:38:36.306197Z digest=sha256:b82d5b6e6f42ad6570e6eb3a02bf08a339cbf89dbf858c00df0f890427eae77c

Observation 1d026cc4-26e4-435f-b427-a4c0559d3730 · outbound

This paper cites Elevating Threat Intelligence: Integrating Context-Aware AI Models for Real-Time Cyber Defense.Wrixte, May 15, 2024.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Elevating Threat Intelligence: Integrating Context-Aware AI Models for Real-Time Cyber Defense.Wrixte, May 15, 2024

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.620238Z

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.

source=pdf_text observed=2026-08-16T04:38:36.350111Z digest=sha256:d473242d4ef6d2f530965acac93dfe0bfe155c5ba747ace8e8e74db5bb6b1a1d

Observation b8bc6846-5e69-43ef-acdd-447280394d06 · outbound

This paper cites Building Context-Aware Cybersecurity Alerts.TCS Insights, Jan- uary 10, 2025.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection Building Context-Aware Cybersecurity Alerts.TCS Insights, Jan- uary 10, 2025

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.610434Z

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.

source=pdf_text observed=2026-08-16T04:38:36.390033Z digest=sha256:bd98c3e659a212aed1821c57483d3ac157c5ee57027020e86277f0357d990ee2

Observation db002ab6-631d-4eeb-a953-2785ff357cb7 · outbound

This paper cites AI Risk Management: Introducing the On-Premises Version of DeepSeek to Keep Your Data In-House.Medium, March 2025.

AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection AI Risk Management: Introducing the On-Premises Version of DeepSeek to Keep Your Data In-House.Medium, March 2025

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T04:38:36.599249Z

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.

source=pdf_text observed=2026-08-16T04:38:36.419865Z digest=sha256:288d2bad63f0766ab5a8af7a29e3ae0fd3f5890f4a8b6028dfc5f65d2ab22bf2

Pith citing papers

Observation 07e01cb0-c149-4220-8eb2-7650ce543032 · inbound

LLM-Based Threat Detection and Prevention Framework for IoT Ecosystems cites this paper.

LLM-Based Threat Detection and Prevention Framework for IoT Ecosystems AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T04:50:59.860709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:50:59.860709Z digest=sha256:16c58a737edec1aafc197394e56dd06f573d6f19dda58f32a778cf70bb0d3b03

Observation ccf11ca7-8ec9-43bc-8a0f-bfae9fdea089 · inbound

LLM Harms: A Taxonomy and Discussion cites this paper.

LLM Harms: A Taxonomy and Discussion AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection

Reference 224

Resolution
verified exact
arxiv_id, observed 2026-05-17T00:31:24.614341Z

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.

source=pdf_text observed=2026-05-17T00:29:07.951709Z digest=sha256:25e19142c9d71ef0b42e04d323033affb0e2e99b34dc7ba1cb34de21782ae2ab

Observation fc92e249-1182-4208-81ae-5a2b53f102c7 · inbound

LLM Harms: A Taxonomy and Discussion cites this paper.

LLM Harms: A Taxonomy and Discussion AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection

Reference 224

Resolution
unresolved
no resolver link, observed 2026-08-03T18:19:31.344747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:19:31.344747Z digest=sha256:eb053966b23856341a7217e73507d0901e7f219ded12cc2aa8c642c9d1fa8749