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Paper Citation Record · LEDGER

Synthetic APTs: the Collapse of TTP-Based Attribution

As of 5 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 1 inbound Pith citation observation for arXiv:2606.07158.

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

pith.paper-citation-record.v1
2606.07158 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T22:02:35.881369Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-09T20:05:20.263249Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T20:16:29.518908Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact26
  • verified fuzzy0
  • unresolved21
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch9

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6aa15102-0e4a-4cda-9025-655d2611a1f8 · outbound

This paper cites MITRE ATT&CK.

Synthetic APTs: the Collapse of TTP-Based Attribution MITRE ATT&CK

Reference 1

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:cf72b5142a6b1f5f4c5f36c428bd161a35f7824968f85a86f1f56e034e433506

Observation fc4b49be-98c1-479a-a6d7-da90a5dcf379 · outbound

This paper cites Analysis of automated adversary emulation techniques.

Synthetic APTs: the Collapse of TTP-Based Attribution Analysis of automated adversary emulation techniques

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:54e753d461b280267c6350056aa73f8bbee1321edf1eb8c84bf97068fe470b07

Observation d3944ef5-52d1-43d7-b6c3-56fc02134594 · outbound

This paper cites CAI: An Open, Bug Bounty-Ready Cybersecurity AI.

Synthetic APTs: the Collapse of TTP-Based Attribution CAI: An Open, Bug Bounty-Ready Cybersecurity AI

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.303372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:854acf50a069088a38a64ecf27c1daa6ff5099c69a841f038a8fa296416bcd7c

Observation 6a8eb0fb-eb97-4874-bb8e-b180fdf37186 · outbound

This paper cites Cai fluency: A framework for cybersecurity ai fluency.arXiv e-prints, pages arXiv–2508, 2025.

Synthetic APTs: the Collapse of TTP-Based Attribution Cai fluency: A framework for cybersecurity ai fluency.arXiv e-prints, pages arXiv–2508, 2025

Reference 4

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:a1fb52d49ebe86cefd04477940878d4ff20f9ebb18c6eed4f4fb3c6c57f9b73b

Observation d595c87b-2a4c-4c27-a776-3eeac02d7fa5 · outbound

This paper cites Dynamic Cyber Ranges.

Synthetic APTs: the Collapse of TTP-Based Attribution Dynamic Cyber Ranges

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-07-02T17:27:15.306031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:debb95fc8a1e35d8aa5027e8c3bcd79db6074453485be408b89e6a2a65f619e2

Observation 4dc21f3d-4f30-4f29-95fe-6c9377db04f3 · outbound

This paper cites CYBER RANGES.

Synthetic APTs: the Collapse of TTP-Based Attribution CYBER RANGES

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:ca184b00d52184aa797c752f00931d4c31b59d6ba0a251bd0228aeeb50e40dde

Observation 2136887b-cb4d-45ad-935f-d1b0f53600b9 · outbound

This paper cites Towards cybersecurity superintelli- gence: from ai-guided humans to human-guided ai.

Synthetic APTs: the Collapse of TTP-Based Attribution Towards cybersecurity superintelli- gence: from ai-guided humans to human-guided ai

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.309116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:a965bf824af7ddff04dc924edff68ed4617dc0b1924b28d39afe5adbd9410c08

Observation e067212c-e570-4858-a950-5287ee218421 · outbound

This paper cites Towards cybersecurity superintelli- gence (csi): What’s the best harness for cybersecu- rity? In preparation, 2026.

Synthetic APTs: the Collapse of TTP-Based Attribution Towards cybersecurity superintelli- gence (csi): What’s the best harness for cybersecu- rity? In preparation, 2026

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:bfbdb755c71f8ee798eb60daf26fe1040da4dab314ee597a1f4ff4ccca6f5c6f

Observation 82bc4b87-9200-4521-905b-10587c1cd5c2 · outbound

This paper cites Atomic red team.https://github.com/ redcanaryco/atomic-red-team, 2024.

Synthetic APTs: the Collapse of TTP-Based Attribution Atomic red team.https://github.com/ redcanaryco/atomic-red-team, 2024

Reference 9

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:da330c2f56d60f4ddc746b1c26e416366c7433dc2655c638bf6e5b1aee1f72b3

Observation 8f130155-ef52-459e-8ab9-404a0ae27fc7 · outbound

This paper cites ATTPwn: Adversary emulation with MITRE ATT&CK.

Synthetic APTs: the Collapse of TTP-Based Attribution ATTPwn: Adversary emulation with MITRE ATT&CK

Reference 10

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unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:5c1e8af5e71c88d1c50450702fd0bb727cf8a5c81f8487594482015cf4438c48

Observation 038e96d7-9459-482a-b776-8a066f873afc · outbound

This paper cites PurpleSharp: C# adversary simulation tool.

Synthetic APTs: the Collapse of TTP-Based Attribution PurpleSharp: C# adversary simulation tool

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:7c3a51e969cba27ba8d45742c7e7f1117a47c2ae0494629134c72e5bbdbdfa12

Observation 8b82f4ff-3f6d-49d9-9728-5cf53fcda40f · outbound

This paper cites SpecRep: Adversary emulation based on attack objective specification in heterogeneous infrastructures.Sensors, 24(17):5601, 2024.

Synthetic APTs: the Collapse of TTP-Based Attribution SpecRep: Adversary emulation based on attack objective specification in heterogeneous infrastructures.Sensors, 24(17):5601, 2024

Reference 12

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.039141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:ebd104160b544e268f75d16d88594420a54deafce96efd75c048a16d27ffd747

Observation 74f3a611-a04b-4c3d-bbf8-9a2b86178f45 · outbound

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

Synthetic APTs: the Collapse of TTP-Based Attribution PentestGPT: An LLM-empowered Automatic Penetration Testing Tool

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.311783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:e707a25d49e47e662c5f258254a027dc97a49a54c018fab57d4c5a6af95689b5

Observation 53685268-02df-42a7-b747-b66d448c3d12 · outbound

This paper cites Stokes, Geoff McDonald, Xuesong Bai, David Marshall, Siyue Wang, Adith Swami- nathan, and Zhou Li.

Synthetic APTs: the Collapse of TTP-Based Attribution Stokes, Geoff McDonald, Xuesong Bai, David Marshall, Siyue Wang, Adith Swami- nathan, and Zhou Li

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:ab9d36f6a6dbf7ff8e2cf821e76a50e911005b93c4f2ff6dc0187ad05782ce22

Observation 4da042a8-5506-48a4-bada-a3d6c88e390c · outbound

This paper cites PENTEST- AI, an LLM-powered multi-agents framework for penetration testing automation leveraging MITRE ATT&CK.

Synthetic APTs: the Collapse of TTP-Based Attribution PENTEST- AI, an LLM-powered multi-agents framework for penetration testing automation leveraging MITRE ATT&CK

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:3beb7ef9213871b13e4bf82fb199d23499ad11af0a463b7aaa8a22fca77a02bd

Observation d84edb20-6834-4145-864f-ee506571e1e3 · outbound

This paper cites Towards an Interpretable AI Framework for Advanced Classification of Unmanned Aerial Vehicles (UA Vs).

Synthetic APTs: the Collapse of TTP-Based Attribution Towards an Interpretable AI Framework for Advanced Classification of Unmanned Aerial Vehicles (UA Vs)

Reference 16

Resolution
metadata mismatch
arxiv_id, observed 2026-06-27T22:11:21.017299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:fbbde7b48d5bcca30f706f4bfdbf279e4e1300f6993cd7b2e65d46602b6b39d0

Observation ba55fbf6-0acf-4157-9f97-c0a7c116cab1 · outbound

This paper cites CIPHER: Cybersecurity Intelligent Penetration-Testing Helper for Ethical Researcher.

Synthetic APTs: the Collapse of TTP-Based Attribution CIPHER: Cybersecurity Intelligent Penetration-Testing Helper for Ethical Researcher

Reference 17

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.019455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:bf9a506f9023a7516656757664f635c5e7d6473244653200783f83fe6c9ecffb

Observation 8297e2fb-2421-456b-9059-059332c91e8e · outbound

This paper cites VulnBot: Autonomous Penetration Testing for A Multi-Agent Collaborative Framework.

Synthetic APTs: the Collapse of TTP-Based Attribution VulnBot: Autonomous Penetration Testing for A Multi-Agent Collaborative Framework

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.314341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:b4849fb44b326144e22b1c04bd991590505553f8cde89719c638380f794e13fb

Observation 70a8f94e-ef3a-4344-afb3-1e8d100ae6fe · outbound

This paper cites CurriculumPT: LLM-based multi-agent autonomous penetration testing with curriculum- guided task scheduling.Applied Sciences, 15(16): 9096.

Synthetic APTs: the Collapse of TTP-Based Attribution CurriculumPT: LLM-based multi-agent autonomous penetration testing with curriculum- guided task scheduling.Applied Sciences, 15(16): 9096

Reference 19

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.026562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:de332b695eb96d413222823af4dbe7e5454fb8f8fcb759c46cd3b259e7260258

Observation ce772ba0-031c-4f85-9aa1-b932447a5e3f · outbound

This paper cites From Text to MITRE Techniques: Exploring the Malicious Use of Large Language Models for Generating Cyber Attack Payloads.

Synthetic APTs: the Collapse of TTP-Based Attribution From Text to MITRE Techniques: Exploring the Malicious Use of Large Language Models for Generating Cyber Attack Payloads

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:11:21.033417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:fad44e9a25f05f25872c6e29aaf1e80a8636b02e6946fcfb273ef1149f05f7a5

Observation 2e29f34e-fe48-4e76-913e-532b949c1c5b · outbound

This paper cites HackSynth: LLM Agent and Evaluation Framework for Autonomous Penetration Testing.

Synthetic APTs: the Collapse of TTP-Based Attribution HackSynth: LLM Agent and Evaluation Framework for Autonomous Penetration Testing

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T17:27:15.317063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:568f1fb8705eb2785395b12ced47b5c39299cc36c2ebce8954a4b75d1b88b5ba

Observation 6e3089b5-d628-4483-9f6f-162893a6d3c6 · outbound

This paper cites PentestAgent: Incorporating LLM Agents to Automated Penetration Testing.

Synthetic APTs: the Collapse of TTP-Based Attribution PentestAgent: Incorporating LLM Agents to Automated Penetration Testing

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.332645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:5922a47a9cfef2be10f4e2ca4526eb8a4cb276d2496b607f894a731245c93767

Observation a4bbfcb9-5300-4c63-aa7b-cdbd197f2acf · outbound

This paper cites Adjunct Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization (New York, NY, USA), UMAP Adjunct ’25, June 12, 388–92.

Synthetic APTs: the Collapse of TTP-Based Attribution Adjunct Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization (New York, NY, USA), UMAP Adjunct ’25, June 12, 388–92

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-06-27T22:11:21.041951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:10771ba7985627d2b37fdf2c8ada165f537b667f93a7f0554884df0afa55e346

Observation 7bd8b109-bfac-4422-891b-46fa1f7fc045 · outbound

This paper cites Guided reasoning in LLM- driven penetration testing using structured attack trees.arXiv preprint arXiv:2509.07939, 2025.

Synthetic APTs: the Collapse of TTP-Based Attribution Guided reasoning in LLM- driven penetration testing using structured attack trees.arXiv preprint arXiv:2509.07939, 2025

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:11:21.013130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:0bf8c916abebb57ee1fafd73c39a427e22ab86a956b5dd773de592a055fd107e

Observation 7d806ab5-5c2d-4821-8839-e51acc36de8f · outbound

This paper cites Can LLMs Hack Enterprise Networks? Autonomous Assumed Breach Penetration-Testing Active Directory Networks , year =.

Synthetic APTs: the Collapse of TTP-Based Attribution Can LLMs Hack Enterprise Networks? Autonomous Assumed Breach Penetration-Testing Active Directory Networks , year =

Reference 25

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.028623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:11bf8f02189b449babde27c1d3102daea4edf19d71d8b8fa9a043fec0431b91b

Observation 2feb92b6-0b32-4a41-b1eb-65239af41e4c · outbound

This paper cites Advanced persistent threats (APT) attribution using deep reinforcement learning.Digital Threats: Research and Practice, 6: 1–23, 2024.

Synthetic APTs: the Collapse of TTP-Based Attribution Advanced persistent threats (APT) attribution using deep reinforcement learning.Digital Threats: Research and Practice, 6: 1–23, 2024

Reference 26

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.017407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:6403fafd387e94b7bc94b7787e4c39806e23626a27db542bb09e76bb8fd9f100

Observation be56c4e9-8259-4cda-abd4-6178767d0354 · outbound

This paper cites Labeling network intrusion detection system (NIDS) rules with MITRE ATT&CK techniques: Machine learning vs.

Synthetic APTs: the Collapse of TTP-Based Attribution Labeling network intrusion detection system (NIDS) rules with MITRE ATT&CK techniques: Machine learning vs

Reference 27

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.031558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:fa921fb1b44d3ae58bcd137ecfa4c6413c09ecced39d8bd10f502b11830a1a18

Observation 60cdd23e-aefb-4158-a1fb-22f4aff108f5 · outbound

This paper cites Towards effective identification of attack techniques in cyber threat intelligence reports using large language models.

Synthetic APTs: the Collapse of TTP-Based Attribution Towards effective identification of attack techniques in cyber threat intelligence reports using large language models

Reference 28

Resolution
metadata mismatch
arxiv_id, observed 2026-06-27T22:11:21.010039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:1386752838792636643f06ab7531973d2874fd9664e2813fdd6dcba1f314119f

Observation b481d957-f589-4c0f-9642-eff231024c6a · outbound

This paper cites an unresolved cited work.

Synthetic APTs: the Collapse of TTP-Based Attribution Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:617995a469a16452e0f288233e9b3c17275a85520ba80bae79b0ecea2aa40c3a

Observation 0029eff3-2f83-44fb-a2bd-add19e119222 · outbound

This paper cites Large language models are unreliable for cyber threat intelligence.arXiv preprint arXiv:2503.23175, 2025.

Synthetic APTs: the Collapse of TTP-Based Attribution Large language models are unreliable for cyber threat intelligence.arXiv preprint arXiv:2503.23175, 2025

Reference 30

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.014829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:bb6e428232c98d9ae8fa9188bde9a3df9c6cc5f9bf376f319dcb37488259ccc9

Observation 95aab417-0998-4824-a6a6-ed4473cadeab · outbound

This paper cites Balasubramanian et al.

Synthetic APTs: the Collapse of TTP-Based Attribution Balasubramanian et al

Reference 31

Resolution
metadata mismatch
doi, observed 2026-06-27T22:11:20.999808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:476d8b1f9f850e64f80b303180905172e021dbe690b89bccd89f7a5a2d7c2971

Observation dec10979-3bf4-4d10-a7be-d5add63609d8 · outbound

This paper cites Atmacan et al.,The imaging Time-of-Propagation detector at Belle II, Nucl.

Synthetic APTs: the Collapse of TTP-Based Attribution Atmacan et al.,The imaging Time-of-Propagation detector at Belle II, Nucl

Reference 32

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T17:27:15.330001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:ae7c84983b4bd9ce773158421cbc17d952140823c2d1e334b31b0fba5ca2fffb

Observation 92039af0-9c5e-4b44-a476-7acb38ac740f · outbound

This paper cites Hilario, S.

Synthetic APTs: the Collapse of TTP-Based Attribution Hilario, S

Reference 33

Resolution
malformed identifier
doi_truncated, observed 2026-06-27T22:11:21.029898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:b47fb8b6dbcf2e8a641ea56791e2e3047684242a0ee37c824bdbe9f7c5795355

Observation ef0df6e1-d55f-48f0-9346-045fbb65e1c6 · outbound

This paper cites Adversaries leverage AI for vulnerability exploitation, augmented operations, and initial access.

Synthetic APTs: the Collapse of TTP-Based Attribution Adversaries leverage AI for vulnerability exploitation, augmented operations, and initial access

Reference 34

Resolution
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no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:44a37c6da072c8f44dc29e4fdb07cae1662ba8d6adab1a6445321c0e7045d9f3

Observation ae08d197-ab3d-4fb7-9ece-41bca2a8dda2 · outbound

This paper cites CAI teams & parallel execu- tion.

Synthetic APTs: the Collapse of TTP-Based Attribution CAI teams & parallel execu- tion

Reference 35

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:1bda0de20ce0c3504bd383f3331af67f36ea857b232c52e275babd95d1f8cd2d

Observation 9174207a-1200-4e8f-bb76-0ba8f5a8b35d · outbound

This paper cites Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy.

Synthetic APTs: the Collapse of TTP-Based Attribution Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.335305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:4e9cf285f207e1e58cefd49a07304abaac18705c7c23c33df6db96208eae8297

Observation 3f7f1bf8-9e47-469a-ba7d-e5e82f474e3f · outbound

This paper cites Cybersecurity ai: Hacking the ai hackers via prompt injection.arXiv preprint arXiv:2508.21669, 2025.

Synthetic APTs: the Collapse of TTP-Based Attribution Cybersecurity ai: Hacking the ai hackers via prompt injection.arXiv preprint arXiv:2508.21669, 2025

Reference 37

Resolution
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arxiv_id, observed 2026-07-02T17:27:15.337973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:a68240055e4fb40958f9b3db947e652505c0e604aa5877af9d9de3414cda594d

Observation 36455600-f886-4034-9b82-ae425c0affe4 · outbound

This paper cites Cybersecurity ai: Evaluating agentic cybersecurity in attack/defense ctfs.

Synthetic APTs: the Collapse of TTP-Based Attribution Cybersecurity ai: Evaluating agentic cybersecurity in attack/defense ctfs

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.324729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:4095c8eb40c90b77adeb5e29d88d0d6a7290dc569a121ae83f1cb040fbb688a6

Observation a64a6df6-fa6b-493d-a8a2-74d03936d0ad · outbound

This paper cites Cybersecurity ai: A game-theoretic ai for guiding attack and defense.arXiv preprint arXiv:2601.05887, 2026.

Synthetic APTs: the Collapse of TTP-Based Attribution Cybersecurity ai: A game-theoretic ai for guiding attack and defense.arXiv preprint arXiv:2601.05887, 2026

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.319541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:416b5e056de5c9447e7f2ca2e721cfb59d166636f15aa520a14f57e183ff76c7

Observation 8fd130a0-7253-4d33-a378-c65c88f26d8f · outbound

This paper cites Vilches, Francesco Balassone, Luis Javier Navarrete-Lozano, Cristóbal R.

Synthetic APTs: the Collapse of TTP-Based Attribution Vilches, Francesco Balassone, Luis Javier Navarrete-Lozano, Cristóbal R

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.327300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:d5616ff5ab90a410587eb8ec5d3483877305b5a7eaf9a58fa34e4267320304f4

Observation 1c8fc3dd-b3fd-4b3d-a5fd-e485c5d9a43d · outbound

This paper cites Claude Opus 4.6 system card.

Synthetic APTs: the Collapse of TTP-Based Attribution Claude Opus 4.6 system card

Reference 41

Resolution
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no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:4f3a1ac1e85564f3232660a7ec788ccc8f8a4402f41fc3cfbbc2b6776fafcf68

Observation 44eca91c-208c-4df7-8b65-e4de477f7ce9 · outbound

This paper cites Robinson.

Synthetic APTs: the Collapse of TTP-Based Attribution Robinson

Reference 42

Resolution
metadata mismatch
doi, observed 2026-06-27T22:11:21.022999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:6e42c49f7a2af3db1dedc3cece05bac7353e3ca837fffbcb4e1dc551017e67de

Observation 03d462b2-da6d-457d-bc1e-9be192c096b9 · outbound

This paper cites Generative Ad- versarial Nets.

Synthetic APTs: the Collapse of TTP-Based Attribution Generative Ad- versarial Nets

Reference 43

Resolution
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no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:5acb1a379cd9b843e0a91efe6a716a1a3f56651859176041f8596bc6f7be6063

Observation 0cc2bbc2-868d-4664-90bf-fc061b472354 · outbound

This paper cites Monderer & L.

Synthetic APTs: the Collapse of TTP-Based Attribution Monderer & L

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:11:21.007288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:587fb684aedfdb717965b9d6492710f8bcebbbfd1f483c4c90fad24ef7293076

Observation b4ed6df7-8725-4b91-8321-d3e97a587d5f · outbound

This paper cites Fictitious play in 2xn games.Journal of Economic Theory, 120(2):139–154, February 2005.

Synthetic APTs: the Collapse of TTP-Based Attribution Fictitious play in 2xn games.Journal of Economic Theory, 120(2):139–154, February 2005

Reference 45

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.026703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:eda7f415ff0c726447e3a12e1080f058ea21ab68967b7a32a4e4b76a089ee53b

Observation 7f47bcdb-1f2d-43eb-8a41-507ec00a44c3 · outbound

This paper cites Fictitious Play Property for Games with Identical Interests.Journal of Economic The- ory, 68:258–265, 1996.

Synthetic APTs: the Collapse of TTP-Based Attribution Fictitious Play Property for Games with Identical Interests.Journal of Economic The- ory, 68:258–265, 1996

Reference 46

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:b4ca6d39b7b6f5450acf3a254a8dbee69c572afb46a8ec95816b44da1a90449b

Observation 08cf61c7-7aff-408e-ac6f-27c17c6a10e3 · outbound

This paper cites Fictitious play in ’one-against-all’ multi- player games.Economic Theory, 14(3):635–651, 1999.

Synthetic APTs: the Collapse of TTP-Based Attribution Fictitious play in ’one-against-all’ multi- player games.Economic Theory, 14(3):635–651, 1999

Reference 47

Resolution
malformed identifier
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:547c1d902697bd21475ef39524bbc7c923d1dc671d26b6a83f1c4b4cde80b14e

Observation 46c72a23-8f2d-4b51-a82a-faf6f80a7292 · outbound

This paper cites Bayesian Segmentation of Atrium Wall Using Globally-Optimal Graph Cuts on 3D Meshes.

Synthetic APTs: the Collapse of TTP-Based Attribution Bayesian Segmentation of Atrium Wall Using Globally-Optimal Graph Cuts on 3D Meshes

Reference 48

Resolution
malformed identifier
doi_truncated, observed 2026-06-27T22:11:21.028298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:bab24b3935d44b2991ffb044a9f2b152e8e22b99771a00a24b0eada93392955f

Observation 75f45b98-745a-442f-a84c-2db1366e2ebc · outbound

This paper cites Addison-Wesley, third edition, 2001.

Synthetic APTs: the Collapse of TTP-Based Attribution Addison-Wesley, third edition, 2001

Reference 49

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:a5259439e3de395756da94f791e737716121635424d26d732cbad072dae4fb15

Observation bd6ac8a2-c0d7-43a1-986c-23df74598eb7 · outbound

This paper cites MIT Press, London, 1991.

Synthetic APTs: the Collapse of TTP-Based Attribution MIT Press, London, 1991

Reference 50

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:e94c094d285edcb104f6223af2d97bd9906937d2277e74eb8c7c86963165c8f3

Observation be6ef0d8-e44c-4da2-8a09-72ec4647abf6 · outbound

This paper cites A Stackelberg Model for Hybridization in Cryptography, April.

Synthetic APTs: the Collapse of TTP-Based Attribution A Stackelberg Model for Hybridization in Cryptography, April

Reference 51

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:74679693dbd757f87355a972d6a663bd692a31549569907fb2136e0fd16914e0

Observation 0ab98f11-82ea-4eed-a6c2-b0a4fceaf1c4 · outbound

This paper cites A Stackelberg Model for Hybridization in Cryptography.

Synthetic APTs: the Collapse of TTP-Based Attribution A Stackelberg Model for Hybridization in Cryptography

Reference 52

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T17:27:15.321956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:137257123d18f31176da1ea91a01c3797853bf848cce50714b566b6775bfce0d

Observation f71abea7-b228-41a7-9536-4d18dabb56ba · outbound

This paper cites Fleet sizing and pricing for hybrid ownership of shared autonomous vehicles in a multimodal transportation system , journal =.

Synthetic APTs: the Collapse of TTP-Based Attribution Fleet sizing and pricing for hybrid ownership of shared autonomous vehicles in a multimodal transportation system , journal =

Reference 53

Resolution
metadata mismatch
arxiv_id, observed 2026-06-27T22:11:21.036851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:eb546bd4c52a2edca4dde05a5ff21ee788098887ad77bc6e6701655308b44271

Observation 8bf16612-7b04-4e21-8d5a-5dad2a6146fb · outbound

This paper cites Turn the tables: Proactive deception defense decision-making based on Bayesian attack graphs and Stackelberg games.Neurocomputing, 638:130139, July 2025.

Synthetic APTs: the Collapse of TTP-Based Attribution Turn the tables: Proactive deception defense decision-making based on Bayesian attack graphs and Stackelberg games.Neurocomputing, 638:130139, July 2025

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:11:21.004646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:0b4d69eef8d7f76a5f35da96141a4241c2ad89281a22771bbeb5b21ad0d5c894

Observation c0d4d5c3-3066-4ca2-af61-b79c31bad0ea · outbound

This paper cites Stackelberg security games: looking beyond a decade of success.

Synthetic APTs: the Collapse of TTP-Based Attribution Stackelberg security games: looking beyond a decade of success

Reference 55

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:d88ad5662e07594645650e126626281dd531d0d3df0b2c9aada8326a1f14442e

Observation 8435a1f3-7527-4395-a7bf-077646fbd47e · outbound

This paper cites Applying a Bayesian Stackelberg game for securing a chemical plant.Journal of Loss Prevention in the Process In- dustries, 51:72–83, January 2018.

Synthetic APTs: the Collapse of TTP-Based Attribution Applying a Bayesian Stackelberg game for securing a chemical plant.Journal of Loss Prevention in the Process In- dustries, 51:72–83, January 2018

Reference 56

Resolution
verified exact
doi, observed 2026-06-27T22:11:21.043970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:74cdd599fbabdb967fbf33e6243ac40c969906895b2346a2e5d2ad3fa634c1c4

Observation 20ad086c-cc4a-4a20-aafe-4d8b69a79cae · outbound

This paper cites Stackelberg- game-based defense analysis against advanced persistent threats on cloud control system.

Synthetic APTs: the Collapse of TTP-Based Attribution Stackelberg- game-based defense analysis against advanced persistent threats on cloud control system

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:11:20.994835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:2821587beea44571cfe28575051fda9701d03a19879eaed7dc983eeb8ef22ac8

Observation 2905639c-e76d-40e4-b77c-517ea23ab12a · outbound

This paper cites Game-theoretic APT defense: An experimental study on robotics.Computers & Security, 132:103328, September 2023.

Synthetic APTs: the Collapse of TTP-Based Attribution Game-theoretic APT defense: An experimental study on robotics.Computers & Security, 132:103328, September 2023

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:11:20.992036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:b58cd829d449bc61ff007dd2b9b9e43465169ea0085b79b13bf379c548881c55

Observation b0a96cf8-5bef-4e92-801d-8904769d8f5e · outbound

This paper cites Nearest Neighbor.

Synthetic APTs: the Collapse of TTP-Based Attribution Nearest Neighbor

Reference 59

Resolution
unresolved
no resolver link, observed 2026-06-27T22:02:35.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T22:02:35.881369Z digest=sha256:86e75b7b5b519a023967aae5360b27adc66d5cb9b3a7ab95402686a14dad10f9

Pith citing papers

Observation 76bffc39-00f0-49e5-9147-7212cda3e843 · inbound

Certifying Ghosts: How Cybersecurity AI Agents Break the EU Cyber Resilience Act cites this paper.

Certifying Ghosts: How Cybersecurity AI Agents Break the EU Cyber Resilience Act Synthetic APTs: the Collapse of TTP-Based Attribution

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-07-09T20:16:29.520309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-09T20:05:20.263249Z digest=sha256:b5a43d84d559924b102a6b54002a337f5999343ad3d51581f1785f3384cd06fa