Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:53:50.701050Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2507.01571.
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 2026-08-06T20:53:50.701050Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c8b3ccae-d441-45a5-b850-1abc473160ae · outbound
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 28d37556-61d7-4047-b4f4-508b10c716d6 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Security operations center: A systematic study and open challenges,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 28a678fe-2629-4237-be97-de45cc32ad6c · outbound
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 49cc8e4f-cb10-490b-9816-adc16a4fa3bc · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE ’give me structure’: Synthesis and evaluation of a (network) threat analysis process supporting tier 1 investigations in a security operation center,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a55f7ddf-e3f1-4f47-bdc6-ccc08a3834f4 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE True attacks, attack attempts, or benign triggers? an empirical measurement of network alerts in a security operations center,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6f89b656-22d5-4f80-938e-f243e722d5ce · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Ruling the unruly: Designing effective, low-noise network intrusion detection rules for security operations centers,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4056a956-367a-498c-bfa7-b712bcd8e78c · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Alert alchemy: Soc workflows and decisions in the management of nids rules,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02c0d335-1efa-40c0-8441-946970ba5423 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE DeepCASE: Semi-Supervised Contextual Analysis of Security Events,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0a0a8450-0416-4511-819d-d6f18ca1953b · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Omega- log: High-fidelity attack investigation via transparent multi-layer log analysis,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 94a8ae93-9a59-4c5b-a9bf-304d1dfd6418 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Combating alert fatigue with alertpro: Context-aware alert prioritization using reinforcement learning for multi-step attack detection,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6a41d688-3da3-41c1-b16a-f5c6c9a24c11 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Insomnia: Towards concept-drift robustness in network intrusion detection,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ec6c215-91cd-4550-9ec8-84c5c77fe5bc · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Transcending transcend: Revisiting malware classification in the presence of concept drift,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e08fb95-f060-4899-b37f-656fed7884f3 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Anomaly detection in the open world: Normality shift detection, explanation, and adap- tation,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f00c9b27-b3c2-495f-8c4a-dd3462c4adcf · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE xNIDS: Explaining deep learning-based network intrusion detection systems for active intrusion responses,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0edacdf3-0a2b-4e00-bea1-c869615079b9 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Ruling the rules: Quantifying the evolution of rulesets, alerts and incidents in network intrusion detection,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec4572ae-fbda-4d43-b2b9-c5dac173bf03 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Detecting credential spearphishing attacks in enterprise settings,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 514ec810-b197-4976-86bd-53fddb7bacdb · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE A systematic review on imbalanced data challenges in machine learning: Applications and solutions,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 756efb6f-258e-4bc3-820a-e39b83003a97 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9fd5a49-0098-4ff0-b572-dca5aa26f4e0 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE The base-rate fallacy and the difficulty of intrusion detection,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8dccd430-27de-48d2-9914-bb47ebbec6b3 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE TESSERACT: Eliminating experimental bias in malware classification across space and time,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7a59c9c4-4a5c-416a-add2-955197911dbb · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Dos and don’ts of machine learning in computer security,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 28b1013c-f8f3-4c33-a706-ad2010ab3e71 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE The curse of dimensionality in data mining and time series prediction,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 240f699f-6cdf-4704-a662-bbc33739c8fd · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Error prevalence in nids datasets: A case study on cic-ids-2017 and cse-cic-ids-2018,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b158ffb-854b-48cc-87d4-28057d0b9d9f · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Sok: Explainable machine learning for computer security applications,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c97f2e6-598a-4474-b10a-3ac270311aa3 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE A review on the attention mechanism of deep learning,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fafc0b8-8250-4ae8-bc4e-0a6ec9c27718 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE A density-based algorithm for discovering clusters in large spatial databases with noise,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a0158727-df22-4bac-b1b1-d2d2010f9aac · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE How Complex is your classification problem? A survey on measuring classification complexity
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 450b1c1c-c390-4210-8486-8c4194383e8f · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE The effect of dataset size on training tweet sentiment classifiers,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b0652970-fb96-4c02-adec-0a408a2443c7 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Nodoze: Combatting threat alert fatigue with automated provenance triage,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6ab06e6e-0ed3-4422-ab68-b0c2beeb45d0 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Bad design smells in benchmark nids datasets,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df479aaa-3f6d-4f79-b702-6115d7087827 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE ’give me structure’: Synthesis and evaluation of a (network) threat analysis process supporting tier 1 investigations in a security operation center,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 43104cf0-c11e-4603-840a-92eb095dae4c · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Troubleshooting an intrusion detection dataset: the cicids2017 case study,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c9ea6620-35dc-4480-a6e6-97b34482c8fe · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd81076e-9aac-4194-b0bd-40dfe6996d75 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dbec8631-1eb8-4dd0-bd52-14006b4a4e55 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Regression with graphics: A second course in applied statistics,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6227b485-2614-4ac9-9db3-38a413ca24ec · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE The kolmogorov-smirnov test for goodness of fit,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 535fc682-42e4-484e-ab93-1c45ab428dba · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Capturing tacit knowledge in security operation centers,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ef4f334f-f5e5-446e-abd8-06d75d01f7a6 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE A tale of four metrics,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 512f0e49-6777-48b3-a2a1-af84447a5bb7 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE A unifying view of class overlap and imbalance: Key concepts, multi-view panorama, and open avenues for research,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8b44f432-d09e-4724-872f-09bf1a0ea6f5 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Focal loss for dense object detection,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 754f8eab-43f2-49d6-a50e-daece66d94ac · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Deepdive: Evaluating deepcase on dataset imbalance & validity of explanations,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 544b0f6a-caa3-4c5d-9186-4571d8fe2779 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Random search for hyper-parameter optimization
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9f81686b-7eac-4ff9-bd0b-812a20c1e02d · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE O PTIMAL HYPERPARAMETERS FOR THE DIFFERENT DATASETS
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f2649a6d-94ae-4a2e-a9fa-911599844704 · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Available: https://www.usenix.org/conference/ usenixsecurity19/presentation/pendlebury 9
Reference 746
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 65242249-f66a-4b3e-8848-6cbaf8ec845b · outbound
On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Available: https://doi.org/10.1145/357830.357849
Reference 2000
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.