Paper Citation Record · LEDGER

Defending Against Intelligent Attackers at Large Scales

As of 19 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2504.18577.

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

pith.paper-citation-record.v1
2504.18577 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:14:29.925645Z

measured 14 of 14 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 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

14 of 14 outbound references displayed

verified exact6
verified fuzzy4
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 050ce2e0-81a9-4877-ae5a-ba21a20afd1b · outbound

This paper cites The Impact of AI on the Cyber Offense-Defense Balance and the Character of Cyber Conflict.

Defending Against Intelligent Attackers at Large Scales The Impact of AI on the Cyber Offense-Defense Balance and the Character of Cyber Conflict

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:14:30.215062Z

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 f9cd7f87-14b4-43eb-8a9c-659be5f3e719 · outbound

This paper cites Considerations Influencing Offense-Defense Dynamics From Artificial Intelligence.

Defending Against Intelligent Attackers at Large Scales Considerations Influencing Offense-Defense Dynamics From Artificial Intelligence

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:14:30.006800Z

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 fdb2804b-5c55-4fc1-965b-ed84d42c2a9d · outbound

This paper cites The implications of artificial intelligence in cybersecurity: Shifting the offense-defense balance.

Defending Against Intelligent Attackers at Large Scales The implications of artificial intelligence in cybersecurity: Shifting the offense-defense balance

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:14:30.271799Z

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 f8ec38dc-e50a-4fe9-821c-1e45c85f7d81 · outbound

This paper cites Botnet detection and mitigation: A comprehensive literature review.

Defending Against Intelligent Attackers at Large Scales Botnet detection and mitigation: A comprehensive literature review

Reference 4

Resolution: verified exact; doi, observed 2026-08-16T11:14:29.986264Z

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 b61a3aea-a7b5-461e-b9d8-f3f89c7e121c · outbound

This paper cites Bhattacharyya, and Jugal K.

Defending Against Intelligent Attackers at Large Scales Bhattacharyya, and Jugal K

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:29.882890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ff53fb-b370-4142-a991-171c2a80fe28 · outbound

This paper cites Deep learning approaches for detecting ddos attacks: a systematic review.

Defending Against Intelligent Attackers at Large Scales Deep learning approaches for detecting ddos attacks: a systematic review

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:29.887473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac12a9b0-4073-4b69-844a-8988ac3e958c · outbound

This paper cites A Framework for Evaluating Emerging Cyberattack Capabilities of AI.

Defending Against Intelligent Attackers at Large Scales A Framework for Evaluating Emerging Cyberattack Capabilities of AI

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:29.892675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0a41fab-c37f-4889-a4a8-1a1a1c3095ff · outbound

This paper cites Alex Halderman.

Defending Against Intelligent Attackers at Large Scales Alex Halderman

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:29.897456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1243d41-660b-4dd9-90ff-e76e6073bc58 · outbound

This paper cites Defense in Depth: The Basics of Blockade and Delay.

Defending Against Intelligent Attackers at Large Scales Defense in Depth: The Basics of Blockade and Delay

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:14:30.047058Z

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 2e2e5188-ced9-4890-92c7-c918fc66d492 · outbound

This paper cites Petty, and John A.

Defending Against Intelligent Attackers at Large Scales Petty, and John A

Reference 10

Resolution: verified exact; doi, observed 2026-08-16T11:14:29.960392Z

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 14df1aeb-6820-43be-9917-00e5bdebc681 · outbound

This paper cites Artificial intelligence accelerated cyber operations: A systematic literature review.

Defending Against Intelligent Attackers at Large Scales Artificial intelligence accelerated cyber operations: A systematic literature review

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:14:30.257732Z

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 15be4df6-497c-457e-bdf4-f7afdaae860a · outbound

This paper cites Sludge for Good: Slowing and Imposing Costs on Cyber Attackers.

Defending Against Intelligent Attackers at Large Scales Sludge for Good: Slowing and Imposing Costs on Cyber Attackers

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:14:30.027020Z

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 f2bae9bf-4881-46e0-9adc-fae6f10e2f27 · outbound

This paper cites How darktrace finds ’low and slow’ cyber threats.

Defending Against Intelligent Attackers at Large Scales How darktrace finds ’low and slow’ cyber threats

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:14:30.243132Z

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 2925fbdf-66ec-4f15-9935-03b2e9942c33 · outbound

This paper cites Introduction to Probability, Statistics, and Random Processes.

Defending Against Intelligent Attackers at Large Scales Introduction to Probability, Statistics, and Random Processes

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:14:30.229934Z

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

No inbound Pith citation observations are available.