Paper Citation Record · LEDGER

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments

As of 13 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2412.03979.

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

pith.paper-citation-record.v1
2412.03979 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:55:41.887169Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

17 of 17 outbound references displayed

verified exact0
verified fuzzy13
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 667a70ab-1013-4366-b9cb-5fcf72102bcc · outbound

This paper cites Are public intrusion datasets fit for purpose charac- terising the state of the art in intrusion event datasets,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Are public intrusion datasets fit for purpose charac- terising the state of the art in intrusion event datasets,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.175218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2b07ff9e-2efa-46a7-901a-122fd85df822 · outbound

This paper cites Smart grid co-simulation tools: Review and cybersecu- rity case study,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Smart grid co-simulation tools: Review and cybersecu- rity case study,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.160949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3973e084-a1ba-4e12-b866-537dd917bc1e · outbound

This paper cites Plan2defend: Ai planning for cybersecurity in smart grids,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Plan2defend: Ai planning for cybersecurity in smart grids,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.145547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ce634c6e-e9c2-438d-acfe-62be588aec9e · outbound

This paper cites Automated Cyber Defence: A Review.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Automated Cyber Defence: A Review

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T21:55:41.827985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a6375c-5cc3-451e-a43a-2fce43c2d518 · outbound

This paper cites The purdue enterprise reference architecture,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments The purdue enterprise reference architecture,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.130316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f9cfe187-85f6-459f-9d8f-70de7ae0a6a3 · outbound

This paper cites Robot autonomy vs. human autonomy: social robots, artificial intelligence (ai), and the nature of autonomy,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Robot autonomy vs. human autonomy: social robots, artificial intelligence (ai), and the nature of autonomy,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.114635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b7c29e92-365e-4cd8-afb6-5035fed47c17 · outbound

This paper cites Artificial intelligence act,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Artificial intelligence act,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.098495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 24c133e8-05c6-493d-8f82-5b9054153dcf · outbound

This paper cites Securing smart grid: cyber attacks, countermeasures, and challenges,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Securing smart grid: cyber attacks, countermeasures, and challenges,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.083590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 62013e41-82a4-4dc5-91d6-22734757b9f8 · outbound

This paper cites Causal knowledge analysis for detecting and modeling multi-step attacks,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Causal knowledge analysis for detecting and modeling multi-step attacks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.067282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d9b94431-f4ab-4099-92b8-9fa3b043b846 · outbound

This paper cites Towards a scalable and flexible smart grid co-simulation environment to investigate communication infrastructures for resilient distribution grid operation,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Towards a scalable and flexible smart grid co-simulation environment to investigate communication infrastructures for resilient distribution grid operation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.050453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d63b0b8e-0ebe-4267-a075-ee808e1f240b · outbound

This paper cites pandapower — an open-source python tool for con- venient modeling, analysis, and optimization of electric power systems,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments pandapower — an open-source python tool for con- venient modeling, analysis, and optimization of electric power systems,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.033972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 213ec87b-3f6f-46d6-bff5-2609240fae8f · outbound

This paper cites Mosaik 3.0: Combining time-stepped and discrete event simulation,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Mosaik 3.0: Combining time-stepped and discrete event simulation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.017569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a1862640-b7c1-4c77-9abc-825978a6310b · outbound

This paper cites Code Llama: Open Foundation Models for Code.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Code Llama: Open Foundation Models for Code

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T21:55:41.868318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e588d6b9-f041-4f4e-9ec9-effc082ac867 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T21:55:41.873088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d111e50-9bf4-4714-b758-4d302765902d · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments StarCoder 2 and The Stack v2: The Next Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T21:55:41.877888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24ff86ba-270c-4539-9a6a-bcc3d6de2ad8 · outbound

This paper cites PrivateGPT,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments PrivateGPT,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:42.002653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2eda9a15-28b5-46a6-ae79-dbbf11f725fe · outbound

This paper cites Design of benchmark of medium voltage distribution network for investigation of dg integration,.

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments Design of benchmark of medium voltage distribution network for investigation of dg integration,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:55:41.986553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.