Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T22:02:35.881369Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T22:02:35.881369Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-09T20:05:20.263249Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T20:16:29.518908Z
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6aa15102-0e4a-4cda-9025-655d2611a1f8 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution MITRE ATT&CK
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc4b49be-98c1-479a-a6d7-da90a5dcf379 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Analysis of automated adversary emulation techniques
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3944ef5-52d1-43d7-b6c3-56fc02134594 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution CAI: An Open, Bug Bounty-Ready Cybersecurity AI
Reference 3
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.
Observation 6a8eb0fb-eb97-4874-bb8e-b180fdf37186 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d595c87b-2a4c-4c27-a776-3eeac02d7fa5 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Dynamic Cyber Ranges
Reference 5
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.
Observation 4dc21f3d-4f30-4f29-95fe-6c9377db04f3 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution CYBER RANGES
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2136887b-cb4d-45ad-935f-d1b0f53600b9 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Towards cybersecurity superintelli- gence: from ai-guided humans to human-guided ai
Reference 7
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.
Observation e067212c-e570-4858-a950-5287ee218421 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82bc4b87-9200-4521-905b-10587c1cd5c2 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Atomic red team.https://github.com/ redcanaryco/atomic-red-team, 2024
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f130155-ef52-459e-8ab9-404a0ae27fc7 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution ATTPwn: Adversary emulation with MITRE ATT&CK
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 038e96d7-9459-482a-b776-8a066f873afc · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution PurpleSharp: C# adversary simulation tool
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b82f4ff-3f6d-49d9-9728-5cf53fcda40f · outbound
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
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.
Observation 74f3a611-a04b-4c3d-bbf8-9a2b86178f45 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution PentestGPT: An LLM-empowered Automatic Penetration Testing Tool
Reference 13
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.
Observation 53685268-02df-42a7-b747-b66d448c3d12 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4da042a8-5506-48a4-bada-a3d6c88e390c · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d84edb20-6834-4145-864f-ee506571e1e3 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Towards an Interpretable AI Framework for Advanced Classification of Unmanned Aerial Vehicles (UA Vs)
Reference 16
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.
Observation ba55fbf6-0acf-4157-9f97-c0a7c116cab1 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution CIPHER: Cybersecurity Intelligent Penetration-Testing Helper for Ethical Researcher
Reference 17
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.
Observation 8297e2fb-2421-456b-9059-059332c91e8e · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution VulnBot: Autonomous Penetration Testing for A Multi-Agent Collaborative Framework
Reference 18
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.
Observation 70a8f94e-ef3a-4344-afb3-1e8d100ae6fe · outbound
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
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.
Observation ce772ba0-031c-4f85-9aa1-b932447a5e3f · outbound
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
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.
Observation 2e29f34e-fe48-4e76-913e-532b949c1c5b · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution HackSynth: LLM Agent and Evaluation Framework for Autonomous Penetration Testing
Reference 21
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.
Observation 6e3089b5-d628-4483-9f6f-162893a6d3c6 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution PentestAgent: Incorporating LLM Agents to Automated Penetration Testing
Reference 22
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.
Observation a4bbfcb9-5300-4c63-aa7b-cdbd197f2acf · outbound
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
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.
Observation 7bd8b109-bfac-4422-891b-46fa1f7fc045 · outbound
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
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.
Observation 7d806ab5-5c2d-4821-8839-e51acc36de8f · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Can LLMs Hack Enterprise Networks? Autonomous Assumed Breach Penetration-Testing Active Directory Networks , year =
Reference 25
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.
Observation 2feb92b6-0b32-4a41-b1eb-65239af41e4c · outbound
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
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.
Observation be56c4e9-8259-4cda-abd4-6178767d0354 · outbound
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
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.
Observation 60cdd23e-aefb-4158-a1fb-22f4aff108f5 · outbound
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
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.
Observation b481d957-f589-4c0f-9642-eff231024c6a · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0029eff3-2f83-44fb-a2bd-add19e119222 · outbound
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
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.
Observation 95aab417-0998-4824-a6a6-ed4473cadeab · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Balasubramanian et al
Reference 31
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.
Observation dec10979-3bf4-4d10-a7be-d5add63609d8 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Atmacan et al.,The imaging Time-of-Propagation detector at Belle II, Nucl
Reference 32
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.
Observation 92039af0-9c5e-4b44-a476-7acb38ac740f · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Hilario, S
Reference 33
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.
Observation ef0df6e1-d55f-48f0-9346-045fbb65e1c6 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Adversaries leverage AI for vulnerability exploitation, augmented operations, and initial access
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae08d197-ab3d-4fb7-9ece-41bca2a8dda2 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution CAI teams & parallel execu- tion
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9174207a-1200-4e8f-bb76-0ba8f5a8b35d · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy
Reference 36
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.
Observation 3f7f1bf8-9e47-469a-ba7d-e5e82f474e3f · outbound
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
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.
Observation 36455600-f886-4034-9b82-ae425c0affe4 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Cybersecurity ai: Evaluating agentic cybersecurity in attack/defense ctfs
Reference 38
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.
Observation a64a6df6-fa6b-493d-a8a2-74d03936d0ad · outbound
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
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.
Observation 8fd130a0-7253-4d33-a378-c65c88f26d8f · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Vilches, Francesco Balassone, Luis Javier Navarrete-Lozano, Cristóbal R
Reference 40
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.
Observation 1c8fc3dd-b3fd-4b3d-a5fd-e485c5d9a43d · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Claude Opus 4.6 system card
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44eca91c-208c-4df7-8b65-e4de477f7ce9 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Robinson
Reference 42
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.
Observation 03d462b2-da6d-457d-bc1e-9be192c096b9 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Generative Ad- versarial Nets
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0cc2bbc2-868d-4664-90bf-fc061b472354 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Monderer & L
Reference 44
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.
Observation b4ed6df7-8725-4b91-8321-d3e97a587d5f · outbound
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
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.
Observation 7f47bcdb-1f2d-43eb-8a41-507ec00a44c3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08cf61c7-7aff-408e-ac6f-27c17c6a10e3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46c72a23-8f2d-4b51-a82a-faf6f80a7292 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Bayesian Segmentation of Atrium Wall Using Globally-Optimal Graph Cuts on 3D Meshes
Reference 48
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.
Observation 75f45b98-745a-442f-a84c-2db1366e2ebc · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Addison-Wesley, third edition, 2001
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd6ac8a2-c0d7-43a1-986c-23df74598eb7 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution MIT Press, London, 1991
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be6ef0d8-e44c-4da2-8a09-72ec4647abf6 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution A Stackelberg Model for Hybridization in Cryptography, April
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ab98f11-82ea-4eed-a6c2-b0a4fceaf1c4 · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution A Stackelberg Model for Hybridization in Cryptography
Reference 52
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.
Observation f71abea7-b228-41a7-9536-4d18dabb56ba · outbound
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
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.
Observation 8bf16612-7b04-4e21-8d5a-5dad2a6146fb · outbound
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
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.
Observation c0d4d5c3-3066-4ca2-af61-b79c31bad0ea · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Stackelberg security games: looking beyond a decade of success
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8435a1f3-7527-4395-a7bf-077646fbd47e · outbound
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
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.
Observation 20ad086c-cc4a-4a20-aafe-4d8b69a79cae · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Stackelberg- game-based defense analysis against advanced persistent threats on cloud control system
Reference 57
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.
Observation 2905639c-e76d-40e4-b77c-517ea23ab12a · outbound
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
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.
Observation b0a96cf8-5bef-4e92-801d-8904769d8f5e · outbound
Synthetic APTs: the Collapse of TTP-Based Attribution Nearest Neighbor
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76bffc39-00f0-49e5-9147-7212cda3e843 · inbound
Certifying Ghosts: How Cybersecurity AI Agents Break the EU Cyber Resilience Act Synthetic APTs: the Collapse of TTP-Based Attribution
Reference 16
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.