Paper Citation Record · LEDGER

LLMs unlock new paths to monetizing exploits

As of 19 August 2026, this Paper Citation Record lists 82 of 82 outbound references and 4 inbound Pith citation observations for arXiv:2505.11449.

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

pith.paper-citation-record.v1
2505.11449 v1

Coverage vector

measured 82 of 82 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:58:10.563503Z

measured 86 of 86 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T04:55:42.756698Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:40:07.477173Z

Reference resolution

82 of 82 outbound references displayed

verified exact0
verified fuzzy53
unresolved28
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 524ea9e3-f220-4a8b-abab-04560eafc4f1 · outbound

This paper cites https://archive.org/details/ enron-archived-materials-enron-audio-recording-tapes, 2006.

LLMs unlock new paths to monetizing exploits https://archive.org/details/ enron-archived-materials-enron-audio-recording-tapes, 2006

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.217332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20c997fe-5ca7-40df-a746-0c67a864a896 · outbound

This paper cites Welcome to LLMflation – LLM inference cost is going down fast.

LLMs unlock new paths to monetizing exploits Welcome to LLMflation – LLM inference cost is going down fast

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.222450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4e55221-409a-4b57-918b-38981bdf9e0b · outbound

This paper cites Apple security bounty categories.

LLMs unlock new paths to monetizing exploits Apple security bounty categories

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.685173Z

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.

Observation 95bbfdc9-7cd0-4502-bd66-d2e792482ccc · outbound

This paper cites Bug bounty hunters earned over $4m for xss flaws reported via hackerone in 2020.

LLMs unlock new paths to monetizing exploits Bug bounty hunters earned over $4m for xss flaws reported via hackerone in 2020

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.671488Z

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.

Observation b404a772-4d1c-41bb-865e-526ed5ba2f2a · outbound

This paper cites Ransomware as a service (RaaS) explained: How it works & examples.

LLMs unlock new paths to monetizing exploits Ransomware as a service (RaaS) explained: How it works & examples

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.656393Z

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.

Observation aea3f932-418e-4ffa-bd3b-5bf28764ee17 · outbound

This paper cites From Naptime to Big Sleep: Using large language models to catch vulnerabilities in real-world code.

LLMs unlock new paths to monetizing exploits From Naptime to Big Sleep: Using large language models to catch vulnerabilities in real-world code

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.641589Z

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.

Observation 66d485ba-4712-4af3-ae4c-e113d0e30023 · outbound

This paper cites Evasion attacks against machine learning at test time.

LLMs unlock new paths to monetizing exploits Evasion attacks against machine learning at test time

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.626298Z

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.

Observation a0db3ed6-675d-47d5-8e17-a3f763124faa · outbound

This paper cites Cook- iExt: Patching the browser against session hijacking attacks.Journal of Computer Security, 23(4):509–537, 2015.

LLMs unlock new paths to monetizing exploits Cook- iExt: Patching the browser against session hijacking attacks.Journal of Computer Security, 23(4):509–537, 2015

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.611357Z

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.

Observation f1979be6-71b0-453c-8369-32f3e718c9a0 · outbound

This paper cites Spear phishing in organisations explained.

LLMs unlock new paths to monetizing exploits Spear phishing in organisations explained

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.595885Z

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.

Observation 2d502e9c-7b94-4a4a-bdd1-2c4e39700901 · outbound

This paper cites The Emerging Threats of Deepfake Attacks and Countermeasures.

LLMs unlock new paths to monetizing exploits The Emerging Threats of Deepfake Attacks and Countermeasures

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.257335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad565add-1784-4476-8a40-5ce0b83c85fc · outbound

This paper cites Handcrafted fraud and extortion: Manual account hijacking in the wild.

LLMs unlock new paths to monetizing exploits Handcrafted fraud and extortion: Manual account hijacking in the wild

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.579634Z

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.

Observation 70d21de1-fd68-4fa5-8e07-287548435e96 · outbound

This paper cites AutoAdvExBench: Benchmarking autonomous exploitation of adversarial example defenses.

LLMs unlock new paths to monetizing exploits AutoAdvExBench: Benchmarking autonomous exploitation of adversarial example defenses

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.266241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc632c5d-d4db-4a7c-abdd-640ad09d0718 · outbound

This paper cites Ransomware evolved: Double extortion.

LLMs unlock new paths to monetizing exploits Ransomware evolved: Double extortion

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.564851Z

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.

Observation 0c09f711-d6df-41fb-8aa6-c91dcc12120b · outbound

This paper cites Finance worker pays out $25 million after video call with deepfake ‘chief fi- nancial officer’.

LLMs unlock new paths to monetizing exploits Finance worker pays out $25 million after video call with deepfake ‘chief fi- nancial officer’

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.548699Z

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.

Observation 6116f252-bd87-4583-a07d-c1292edf191c · outbound

This paper cites LLM inference prices have fallen rapidly but unequally across tasks.

LLMs unlock new paths to monetizing exploits LLM inference prices have fallen rapidly but unequally across tasks

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.532900Z

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.

Observation ca9af8bf-17ee-461c-9429-6120e7467e86 · outbound

This paper cites One- time cookies: Preventing session hijacking attacks with stateless authentication tokens.

LLMs unlock new paths to monetizing exploits One- time cookies: Preventing session hijacking attacks with stateless authentication tokens

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.517318Z

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.

Observation 89378483-ee4b-4c19-92cd-8dae7734b31c · outbound

This paper cites Do you still need a manual smart contract audit?.

LLMs unlock new paths to monetizing exploits Do you still need a manual smart contract audit?

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.287793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1250b6a8-78a1-4214-88bb-00137572062c · outbound

This paper cites PentestGPT: An LLM-empowered Automatic Penetration Testing Tool.

LLMs unlock new paths to monetizing exploits PentestGPT: An LLM-empowered Automatic Penetration Testing Tool

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.292473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaaaef5f-9cf6-4177-bc74-b06c2f36e9b0 · outbound

This paper cites Why phishing works.

LLMs unlock new paths to monetizing exploits Why phishing works

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.297032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e7e482e-b771-432d-a4aa-af457679c80c · outbound

This paper cites Competitive Programming with Large Reasoning Models.

LLMs unlock new paths to monetizing exploits Competitive Programming with Large Reasoning Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.302468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b538e30-7973-495d-8c09-29595453de32 · outbound

This paper cites LLM Agents can Autonomously Hack Websites.

LLMs unlock new paths to monetizing exploits LLM Agents can Autonomously Hack Websites

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.306696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1864df8-a32b-4e72-a105-9660eb65af4c · outbound

This paper cites Teams of LLM Agents can Exploit Zero-Day Vulnerabilities.

LLMs unlock new paths to monetizing exploits Teams of LLM Agents can Exploit Zero-Day Vulnerabilities

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.311083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 186eb35b-ea25-45c7-97ee-e5d4886cddb4 · outbound

This paper cites Stuxnet and the future of cyber war.

LLMs unlock new paths to monetizing exploits Stuxnet and the future of cyber war

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.315591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ebcad55-0e53-41e4-861e-c4a1c84208aa · outbound

This paper cites A cute toy just brought a hacker into your home.

LLMs unlock new paths to monetizing exploits A cute toy just brought a hacker into your home

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.483706Z

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.

Observation 38ba127b-bbf4-4912-a367-56187af205e6 · outbound

This paper cites Project Naptime: Evalu- ating offensive security capabilities of large language models.

LLMs unlock new paths to monetizing exploits Project Naptime: Evalu- ating offensive security capabilities of large language models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.470244Z

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.

Observation 442f7da2-4fad-4804-8643-66da77dc37a0 · outbound

This paper cites A new approach to china.

LLMs unlock new paths to monetizing exploits A new approach to china

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.456053Z

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.

Observation 7f3c15d6-d542-4c0e-8a3e-0ce8b79532b9 · outbound

This paper cites Sensitive data protection pricing.

LLMs unlock new paths to monetizing exploits Sensitive data protection pricing

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.441266Z

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.

Observation 9e45fc08-3ca5-4469-b895-3db39fb06f4d · outbound

This paper cites Translate docs, audio, and videos in real time with Google AI.

LLMs unlock new paths to monetizing exploits Translate docs, audio, and videos in real time with Google AI

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.427202Z

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.

Observation c6628d1b-fc82-40b8-8d5d-d3779f6d1a3c · outbound

This paper cites Getting pwn’d by AI: Penetration testing with large language models.

LLMs unlock new paths to monetizing exploits Getting pwn’d by AI: Penetration testing with large language models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.412602Z

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.

Observation 10cc15f6-7f65-4bc9-ad36-41170679fb38 · outbound

This paper cites Evaluating Large Language Models' Capability to Launch Fully Automated Spear Phishing Campaigns: Validated on Human Subjects.

LLMs unlock new paths to monetizing exploits Evaluating Large Language Models' Capability to Launch Fully Automated Spear Phishing Campaigns: Validated on Human Subjects

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.343899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be0bd1c7-35a2-445b-80ab-b208964eb583 · outbound

This paper cites Devising and detecting phishing emails using large language models.

LLMs unlock new paths to monetizing exploits Devising and detecting phishing emails using large language models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.397838Z

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.

Observation 515427f9-0745-40d8-a7b6-bad80d39611a · outbound

This paper cites The role of crypto-currency in cybercrime.

LLMs unlock new paths to monetizing exploits The role of crypto-currency in cybercrime

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.384066Z

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.

Observation 02f72f86-3c94-423a-8b8c-7670b42304df · outbound

This paper cites Detecting and characterizing lateral phishing at scale.

LLMs unlock new paths to monetizing exploits Detecting and characterizing lateral phishing at scale

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.371169Z

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.

Observation ff9d0076-a80f-4e23-8589-58e0cdf0196c · outbound

This paper cites OpenAI o1 System Card.

LLMs unlock new paths to monetizing exploits OpenAI o1 System Card

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.360135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4db2ed7a-124a-4612-8762-890d94da59fd · outbound

This paper cites GPT-4 passes the bar exam.

LLMs unlock new paths to monetizing exploits GPT-4 passes the bar exam

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.357572Z

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.

Observation 67ad6b6c-960e-417a-a326-27203a4510d9 · outbound

This paper cites Tesseract: an open-source optical character recognition engine.

LLMs unlock new paths to monetizing exploits Tesseract: an open-source optical character recognition engine

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.344121Z

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.

Observation 468efabf-2f22-4631-90ba-4a202472af18 · outbound

This paper cites Double-extortion ran- somware: A technical analysis of Maze ransomware.

LLMs unlock new paths to monetizing exploits Double-extortion ran- somware: A technical analysis of Maze ransomware

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.329970Z

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.

Observation 1571cf42-c07a-4003-84c1-55c3bf8b9bc8 · outbound

This paper cites {UNVEIL}: A{Large-Scale}, automated approach to detecting ran- somware.

LLMs unlock new paths to monetizing exploits {UNVEIL}: A{Large-Scale}, automated approach to detecting ran- somware

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.315853Z

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.

Observation 60f8741a-9b42-4499-88f0-95ee151e7fa6 · outbound

This paper cites Cutting the Gordian knot: A look under the hood of ransomware attacks.

LLMs unlock new paths to monetizing exploits Cutting the Gordian knot: A look under the hood of ransomware attacks

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.302203Z

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.

Observation 8ff9d753-f6ad-4468-b9a1-6d5089ce1613 · outbound

This paper cites The Enron corpus: A new dataset for email classification research.

LLMs unlock new paths to monetizing exploits The Enron corpus: A new dataset for email classification research

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.288761Z

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.

Observation 7b8a134f-2c9d-42e4-80bd-7855bf642fd2 · outbound

This paper cites On the economics of ran- somware.

LLMs unlock new paths to monetizing exploits On the economics of ran- somware

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.275065Z

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.

Observation 6dda1e66-33e9-4708-8fcb-dea840ca8228 · outbound

This paper cites O’Reilly Media, Inc.

LLMs unlock new paths to monetizing exploits O’Reilly Media, Inc

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.261544Z

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.

Observation 7373fe8e-a598-4ef6-be9b-0a1caca24499 · outbound

This paper cites Evaluating LLM-based Personal Information Extraction and Countermeasures.

LLMs unlock new paths to monetizing exploits Evaluating LLM-based Personal Information Extraction and Countermeasures

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.398585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 229fff52-3c10-487e-9d9c-7c6bd19c758d · outbound

This paper cites The ransomware-as-a-service economy within the darknet.

LLMs unlock new paths to monetizing exploits The ransomware-as-a-service economy within the darknet

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.247676Z

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.

Observation 7baded2c-020b-465f-8295-eae75344d3a3 · outbound

This paper cites Identification and processing of PII data, applying deep learning models with improved accuracy and efficiency.

LLMs unlock new paths to monetizing exploits Identification and processing of PII data, applying deep learning models with improved accuracy and efficiency

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.234506Z

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.

Observation 2d6b08e1-f891-4896-a3c5-f6993aa75868 · outbound

This paper cites Credential stuffing.

LLMs unlock new paths to monetizing exploits Credential stuffing

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.220718Z

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.

Observation 0d47c328-1499-40b7-8761-040b09614b3a · outbound

This paper cites Computer hacker invades web site of the justice depart- ment.

LLMs unlock new paths to monetizing exploits Computer hacker invades web site of the justice depart- ment

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.207464Z

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.

Observation 38fd6260-923d-48d3-9590-c3d267a81a7d · outbound

This paper cites Preparedness framework (beta).

LLMs unlock new paths to monetizing exploits Preparedness framework (beta)

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.193834Z

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.

Observation f3fddb68-99b4-47c5-922e-cbb99d524e69 · outbound

This paper cites Mentalist.

LLMs unlock new paths to monetizing exploits Mentalist

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.180702Z

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.

Observation f7d7a6e4-630d-4b3f-89a7-da2809a3d7c6 · outbound

This paper cites Targeted password cracking with OSINT data.

LLMs unlock new paths to monetizing exploits Targeted password cracking with OSINT data

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.167940Z

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.

Observation 5a12ebda-f583-4dcc-8461-7a0f04d44451 · outbound

This paper cites PassGPT: Password modeling and (guided) generation with large language models.

LLMs unlock new paths to monetizing exploits PassGPT: Password modeling and (guided) generation with large language models

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.155274Z

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.

Observation 040a3dca-1cb5-4bb3-94de-499d83ebf830 · outbound

This paper cites Tool- former: Language models can teach themselves to use tools.

LLMs unlock new paths to monetizing exploits Tool- former: Language models can teach themselves to use tools

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.142153Z

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.

Observation 93c5d77e-431d-437f-b4ab-58023a891405 · outbound

This paper cites LAION-5B: An open large-scale dataset for training next generation image-text models.

LLMs unlock new paths to monetizing exploits LAION-5B: An open large-scale dataset for training next generation image-text models

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.128927Z

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.

Observation ae292658-537e-4842-a521-71110d448f8d · outbound

This paper cites A tour of the worm.

LLMs unlock new paths to monetizing exploits A tour of the worm

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.115958Z

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.

Observation 25a9b8b4-5841-4955-bfe1-0d4179e79a7a · outbound

This paper cites An Empirical Evaluation of LLMs for Solving Offensive Security Challenges.

LLMs unlock new paths to monetizing exploits An Empirical Evaluation of LLMs for Solving Offensive Security Challenges

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.450150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08ecde64-b106-487e-bf39-0bcd24ea0155 · outbound

This paper cites The cracked cookie jar: HTTP cookie hijacking and the exposure of private information.

LLMs unlock new paths to monetizing exploits The cracked cookie jar: HTTP cookie hijacking and the exposure of private information

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.103229Z

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.

Observation 69c9e13c-8739-4475-bc41-b7ba33bff4fc · outbound

This paper cites Beyond mem- orization: Violating privacy via inference with large language models.

LLMs unlock new paths to monetizing exploits Beyond mem- orization: Violating privacy via inference with large language models

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.089858Z

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.

Observation c9f20b83-dfc9-4c89-a396-e7728a974640 · outbound

This paper cites Intriguing properties of neural networks.

LLMs unlock new paths to monetizing exploits Intriguing properties of neural networks

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.462549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0e6cfa0-c53b-4f5b-9f80-235bd1aa623c · outbound

This paper cites Clio: Privacy-Preserving Insights into Real-World AI Use.

LLMs unlock new paths to monetizing exploits Clio: Privacy-Preserving Insights into Real-World AI Use

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.467742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e1c6974-de64-4ae4-9bc6-5f0eac628773 · outbound

This paper cites Ceo of world’s biggest ad firm targeted by deepfake scam.

LLMs unlock new paths to monetizing exploits Ceo of world’s biggest ad firm targeted by deepfake scam

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.076594Z

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.

Observation 35dcea85-dc96-43ac-9d5d-61f93b9291da · outbound

This paper cites Private Attribute Inference from Images with Vision-Language Models.

LLMs unlock new paths to monetizing exploits Private Attribute Inference from Images with Vision-Language Models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.475939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69423bde-a70e-404b-b75a-bb218842b9a6 · outbound

This paper cites Data breach investigations report.

LLMs unlock new paths to monetizing exploits Data breach investigations report

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.062975Z

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.

Observation dc3ccd67-9f3d-4db2-a2b1-23fe8225e9a8 · outbound

This paper cites Non-zero sum games and survivable malware.

LLMs unlock new paths to monetizing exploits Non-zero sum games and survivable malware

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.049368Z

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.

Observation 94512d3c-7f1d-4821-b871-510f27293246 · outbound

This paper cites Cryptovirology: Extortion-based security threats and countermeasures.

LLMs unlock new paths to monetizing exploits Cryptovirology: Extortion-based security threats and countermeasures

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.035900Z

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.

Observation 0d31e38c-4240-4453-ae5b-686e6e8eb8e3 · outbound

This paper cites Cryptovirology: The birth, neglect, and explosion of ransomware.

LLMs unlock new paths to monetizing exploits Cryptovirology: The birth, neglect, and explosion of ransomware

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:11.022605Z

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.

Observation 572ba4b6-6ed9-42b1-973a-eed5a1ec2da0 · outbound

This paper cites Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models.

LLMs unlock new paths to monetizing exploits Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.496145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 052abd75-c0a6-49bb-93a5-0c77cb9ba8c9 · outbound

This paper cites CVE-Bench: A Benchmark for AI Agents' Ability to Exploit Real-World Web Application Vulnerabilities.

LLMs unlock new paths to monetizing exploits CVE-Bench: A Benchmark for AI Agents' Ability to Exploit Real-World Web Application Vulnerabilities

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T20:58:10.500385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1274607e-a6df-4b6c-99b6-4f0a3a191731 · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:58:11.009214Z

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.

Observation 8e398a89-7304-480c-aeea-3f7453c31c83 · outbound

This paper cites Caption": [ [.

LLMs unlock new paths to monetizing exploits Caption": [ [

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:10.995507Z

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.

Observation 04e4992d-fe42-483c-9dd7-a5f6eefde254 · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 70

Resolution: parse uncertain; raw_fallback, observed 2026-08-15T20:58:10.982179Z

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.

Observation bc27455c-e6ca-4c02-adcd-38f512a65fff · outbound

This paper cites AltText.ai: Get alt text.

LLMs unlock new paths to monetizing exploits AltText.ai: Get alt text

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:10.967829Z

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.

Observation c6011fcf-0b78-4530-985f-233ebbe34e45 · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:58:10.953758Z

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.

Observation 6fc7d872-7912-4edf-961d-a56d77606d30 · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:58:10.938665Z

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.

Observation 5827d3df-930d-4a2b-b350-a712630aa6ba · outbound

This paper cites alt_text.

LLMs unlock new paths to monetizing exploits alt_text

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:10.923896Z

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.

Observation a3328416-470e-496e-b024-c818e3e94363 · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:58:10.908519Z

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.

Observation 764bb47d-eb6e-4c93-9556-ae2846e81be9 · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:58:10.894386Z

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.

Observation e874ed9e-fd76-414b-ab5a-834924bb794f · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:58:10.879452Z

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.

Observation 898511e8-d7f4-4de2-921a-967f1220bfd8 · outbound

This paper cites GET_HTML {query_selector}.

LLMs unlock new paths to monetizing exploits GET_HTML {query_selector}

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:10.864934Z

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.

Observation 844d1f75-cbc0-4112-9bd2-6c6dffed8c7c · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:58:10.851202Z

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.

Observation 2ff09ffb-a003-47ff-b697-20cfc7faa923 · outbound

This paper cites an unresolved cited work.

LLMs unlock new paths to monetizing exploits Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:58:10.837581Z

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.

Observation c24701f7-fe25-4ff8-bc4a-eb2a1a2fa8dd · outbound

This paper cites International payment.

LLMs unlock new paths to monetizing exploits International payment

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:10.824239Z

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.

Observation a0a5a5e2-b9dd-49de-886b-3bb5e2af07b3 · outbound

This paper cites Next" button to proceed with the payment: ```javascript CLICK button[data-name=.

LLMs unlock new paths to monetizing exploits Next" button to proceed with the payment: ```javascript CLICK button[data-name=

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:58:10.810313Z

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.

Pith citing papers

Observation 61332bd7-b51e-4e78-923d-b521858b6b3e · inbound

AI Agents Enable Adaptive Computer Worms cites this paper.

AI Agents Enable Adaptive Computer Worms LLMs unlock new paths to monetizing exploits

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-07-02T04:16:35.409488Z

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.

Observation c2ee9f59-99cc-4d11-9769-d15f74975e13 · inbound

Security and Privacy Prompts in the Wild: What Users Ask LLMs and How LLMs Respond cites this paper.

Security and Privacy Prompts in the Wild: What Users Ask LLMs and How LLMs Respond LLMs unlock new paths to monetizing exploits

Reference 45

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T21:28:59.066967Z

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.

Observation a53ea9fa-7dd1-4085-87c9-441538ae5f37 · inbound

AI Snitches Get Glitches: Towards Evading Agentic Surveillance cites this paper.

AI Snitches Get Glitches: Towards Evading Agentic Surveillance LLMs unlock new paths to monetizing exploits

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-04T20:40:07.479238Z

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.

Observation 2587c873-da0d-44d7-a1de-92ca83caf316 · inbound

AI Snitches Get Glitches: Towards Evading Agentic Surveillance cites this paper.

AI Snitches Get Glitches: Towards Evading Agentic Surveillance LLMs unlock new paths to monetizing exploits

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:52.364978Z

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.