Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T21:13:35.499475Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2412.04902.
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 2026-08-11T21:13:35.499475Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
37 of 37 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation fc1a7335-91d6-41e3-90e9-9e350d34c456 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Developing a hybrid intrusion detection system using data mining for power systems,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 359ac701-3bb4-48ef-8876-0ce59851843a · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Network intrusion detection system using neural net- works,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2be9cb62-1dd4-4d78-afb8-33eab744c83b · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Machine learning and deep learning methods for intrusion detection systems: A survey,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d7dc929f-431a-4d92-a297-62659a719af3 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Review on anomaly based network intrusion detection system,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f9cc59cf-6dbb-430f-ba0b-bc3123160adc · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids A simple and efficient hidden markov model scheme for host-based anomaly intrusion detection,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fd98417b-d844-4d42-a165-58f068cab930 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Towards quantification of explainability in explain- able artificial intelligence methods,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 60543012-3386-4f4e-bb98-d7ac11d7ef5d · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids An overview of pera and the purdue methodology,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e4c23a0f-b5d6-4b9a-b797-a3dc2352734b · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Pmlb: a large benchmark suite for machine learning evaluation and comparison,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 71d016c6-eed8-4e45-90f4-16cbcf9f2275 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Scientific machine learning benchmarks,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 74e4c8c7-2cfe-4490-a1b0-9b382a0d9558 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Ics cyber attack detection with ensemble machine learning and dpi using cyber-kit datasets,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 548cfad5-12a6-494e-8278-795a3262c375 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Evaluating real-time anomaly detection algorithms–the numenta anomaly benchmark,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fc6b6bbf-703b-4f18-8dcf-3d50e2c50866 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Evaluation of machine learning algorithms for anomaly detection in industrial networks,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5141ba05-1e30-4760-871a-4c62e8f3ff40 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Validating anomaly detection mechanisms in industrial control systems,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8d145f8a-7085-4e21-9a50-93b63bce90aa · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Benchmark of machine learning al- gorithms on capturing future distribution network anomalies,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0db96dbd-6f6c-4194-a6c5-92c564cafc26 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Why question machine learning evaluation methods,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bed1e06f-ac57-42dd-80dd-cbcea59335d7 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Anomaly-based intrusion detection by machine learning: A case study on probing attacks to an institutional network,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation eb90fc29-4f35-4d74-b59c-eb1d990c020a · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids The industrial control system cyber defence triage process,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b764883-683e-41d6-94cd-ee9f6f2732f6 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Process-aware model based IDSs for industrial control systems cybersecurity: approaches, limits and further research,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation acc615b9-4db9-4d0f-aee7-f3435adbec4e · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids A specification-based state replication approach for digital twins,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bf5a6799-c857-4200-bbda-a2be9408c9d2 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Distributed intrusion detection system using semantic-based rules for scada in smart grid,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cb16b09-8d5a-4129-aea6-82c90279bdc0 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Efficient modelling of ics communication for anomaly detection using probabilistic automata,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 830db63e-5c29-4f38-8657-52b22ea7fb2b · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Fuzzy automaton as a detection mechanism for the multi-step attack,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7aa3fe0f-f035-49c0-ba27-617f053c9cf2 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids An anomaly detection mechanism for IEC 60870-5-104,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bedfbf66-d254-4e01-9196-80c9ae751224 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Anomaly Detection of ICS Communication Using Statistical Models,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation affdff8d-2c7e-440e-9d9d-c1d11693d2b7 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids A Comparison of Unsupervised Learning Algorithms for Intrusion Detection in IEC 104 SCADA Protocol,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c088931b-3de3-40a1-826c-0ec03e0b029f · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Status of the National Implementation of the NC RfG in Germany,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11177a13-e472-43db-b2a4-dc58c04333bb · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Improving the performance of the intrusion detection systems by the machine learning explainability,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d8090699-dc9d-481f-87f5-895a3f6c1372 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Measuring the quality of explanations: the system causability scale (SCS),
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ed22db99-3422-43e3-a485-fba782826c39 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids A practical taxonomy of reproducibility for machine learning research,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fad21d80-bef2-4471-a3e5-fd84887852da · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Reproducible and Adaptable Log Data Generation for Sound Cybersecurity Experiments,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fe9c1545-e805-40f3-9bca-880bebafcdb4 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Data preprocessing for anomaly based network intrusion detection: A review,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 149c486b-bfee-4485-b534-c80356d6d4e1 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Zhou, Ensemble methods: foundations and algorithms
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea600ec3-1aef-43c5-98e5-e69f73be84b7 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids Mosaik: A framework for modular simulation of active components in smart grids,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 037ef95f-0ce2-488e-8766-4ab2d184fa56 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids A modern ict network simulator for co-simulations in smart grid applications,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7eb75367-e672-4b1f-b5d3-5817646326f2 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids In defense of one-vs-all classification,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2fd52a8e-e41f-4806-a310-0081349aae80 · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids True to the Model or True to the Data?
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7c5dec4-3022-43a9-a08e-45741d933bcd · outbound
On Process Awareness in Detecting Multi-stage Cyberattacks in Smart Grids pandapower CIGRE Networks Docu- mentation,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
No inbound Pith citation observations are available.