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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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.107008Z digest=sha256:edefaafa3c14a42646ac07a468403bb172afc3f4ba83d55a2d21b88c993aab5a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.111479Z digest=sha256:d44c8b5bfbe1f0b96878f902313c87fea77ff684deb3833c8218c6773ceced5b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.115528Z digest=sha256:ad7c5573562a651cbae100ef27bf57b6f3d2b78db8f23b8f4573eb507a4f521a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.118867Z digest=sha256:64acedf635d0e6b41c8bdc9b0ea3bdc73a2590120b9f8b8b286722c490c7de6d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.122807Z digest=sha256:739b8316338161e1855d73ac4506a7f56405c9ca74ae54b19471c9447052940b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.184962Z digest=sha256:b10384953c8e0cb06e665c43cc2ce195614618538cf1260ca830824da1ce7bfa

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.236332Z digest=sha256:753f31822708dcf7a77f630e798223b5704ee31f9f71203303d39913492938f1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.239912Z digest=sha256:e5df21b174f0d9d071b461c25dbe76d9edcd7fe0100573f182e4549bb8087f9d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.243244Z digest=sha256:941d996e0759020a233c681dbe9ee6b3f14f8d9f0c6b449990ca07d67bea1ebc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.246405Z digest=sha256:5ea896af239f944410c21237cd3639112fff0069168410de6f308d2f2fe8112c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.249287Z digest=sha256:4f7b5e151ade2b7c3c603cffd8255973b22666d9dbc7ed2bf54ed46a069a687f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.252519Z digest=sha256:00e3b8afd7decd0b112a8f8d4e5baa42bc46e5cb7a8952638ec607ca3210720f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.255549Z digest=sha256:5e46c1fd7d905abdc23194f2b9adcd0a75537c740d1272622bc3470c28c0c0eb

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.259555Z digest=sha256:e867e6ea0d3d4fefb88a274d353770261d0ae210b2ed7c00240d778cb872a954

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.262698Z digest=sha256:723dd3583f5ecc51fd2ad020877bf4907cc7b39fcc1357b2faa34088b20e4c2a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.265579Z digest=sha256:4598a97914f42173ff586b373b177426be5fba9a96cd79288f377a9f814c73bd

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.268667Z digest=sha256:b0792f728eda86269ec9ca15f754ffdfc3c768021fdc4a224f8722a61033bbf9

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.272000Z digest=sha256:5f3ae1ceb00b69e553db35bba69b119d4d2288adfc9706aea5bda31ae61d53a6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.274910Z digest=sha256:98b89580f33b8ff5e090cd285fc402b4e774d433b51b02c81bb3014e73cee6ff

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.277898Z digest=sha256:f1fb04c5a13a6e03743f8cefce310055c31796cad3181c6e5d1ee93938c3a02f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.281304Z digest=sha256:b20293d715845f2cc1edaed07171cb4a060490c4b3422b771a96a5baf4fc1305

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.284847Z digest=sha256:95a160fd5d2c35fc37790a8552d511bb537a8f5ae809690f6abbaab13238fb05

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.306197Z digest=sha256:1dd36676865777f8fdf5bbfc37c90e0e3402fdd05efe3917e91d90f6e585f712

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.350111Z digest=sha256:8379578fb9a1772a9ec62a3d3212313064923687ca3fbcb6d1da25946d8ca7fb

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.390033Z digest=sha256:93be6119e6309465baa2dd2c0746eae5bbae4bb289d4922b60afcf360484f526

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T04:38:36.419865Z digest=sha256:5eb048fe09c60fd24c7a384fab7b69fea6551e65e6958e4c4304e57c3b026e66

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-17T00:29:07.951709Z digest=sha256:96d5a858a189fbf5ff7b328177f5f6b4ce97876993cfbaa6d73b1eaa464c4edb

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