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Paper Citation Record · LEDGER

On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE

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.

pith.paper-citation-record.v1
2507.01571 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:53:50.701050Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

45 of 45 outbound references displayed

  • verified exact2
  • verified fuzzy24
  • unresolved12
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c8b3ccae-d441-45a5-b850-1abc473160ae · outbound

This paper cites Knerler, I.

On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Knerler, I

Reference 1

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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.

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Observation 28d37556-61d7-4047-b4f4-508b10c716d6 · outbound

This paper cites Security operations center: A systematic study and open challenges,.

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

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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.

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Observation 28a678fe-2629-4237-be97-de45cc32ad6c · outbound

This paper cites Suricata,.

On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE Suricata,

Reference 3

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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.

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Observation 49cc8e4f-cb10-490b-9816-adc16a4fa3bc · outbound

This paper cites ’give me structure’: Synthesis and evaluation of a (network) threat analysis process supporting tier 1 investigations in a security operation center,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:47.261411Z digest=sha256:6a036d3bfb785e2cbbf397a1b1f95202cf3316095b06cfad271cdc6a0c1e7c28

Observation a55f7ddf-e3f1-4f47-bdc6-ccc08a3834f4 · outbound

This paper cites True attacks, attack attempts, or benign triggers? an empirical measurement of network alerts in a security operations center,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:47.374210Z digest=sha256:2f9ac36f8a35b09d87b27327ea9cc10539533bd9ade8be368b1f8c75dfb0dad8

Observation 6f89b656-22d5-4f80-938e-f243e722d5ce · outbound

This paper cites Ruling the unruly: Designing effective, low-noise network intrusion detection rules for security operations centers,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:47.496388Z digest=sha256:e456a4b2e7a0effc3e956bfa2616c93e8512a870f5c600903141c4d417d1a560

Observation 4056a956-367a-498c-bfa7-b712bcd8e78c · outbound

This paper cites Alert alchemy: Soc workflows and decisions in the management of nids rules,.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:53:47.562689Z digest=sha256:b1417bc115715e328a07eab53a8a1e7354b3fc481f170d2ed3197edcdd7306a5

Observation 02c0d335-1efa-40c0-8441-946970ba5423 · outbound

This paper cites DeepCASE: Semi-Supervised Contextual Analysis of Security Events,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:47.701003Z digest=sha256:5965fcb9771d94d79ff1853113cb40bf4e0c90e0897ae43d14b8cd829ff80370

Observation 0a0a8450-0416-4511-819d-d6f18ca1953b · outbound

This paper cites Omega- log: High-fidelity attack investigation via transparent multi-layer log analysis,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:47.759518Z digest=sha256:86dd3b542b172c7bbed2dd7d7c51df636a06f800cb6819548eb60254dec041c0

Observation 94a8ae93-9a59-4c5b-a9bf-304d1dfd6418 · outbound

This paper cites Combating alert fatigue with alertpro: Context-aware alert prioritization using reinforcement learning for multi-step attack detection,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:47.831264Z digest=sha256:5280d5dc6cd6662ae792eb13a112a234d48e352f8fb97e478ec02d9363ae5c59

Observation 6a41d688-3da3-41c1-b16a-f5c6c9a24c11 · outbound

This paper cites Insomnia: Towards concept-drift robustness in network intrusion detection,.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:53:47.901122Z digest=sha256:633408df580076c9c1d56c5d14e7cebe0b4c9615001cab863534e439f438b19d

Observation 4ec6c215-91cd-4550-9ec8-84c5c77fe5bc · outbound

This paper cites Transcending transcend: Revisiting malware classification in the presence of concept drift,.

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

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T20:53:47.985763Z digest=sha256:c13570115db709a2fa2e3eac0547d2687e19c53c5f2b6ca217de2348fab2aafe

Observation 0e08fb95-f060-4899-b37f-656fed7884f3 · outbound

This paper cites Anomaly detection in the open world: Normality shift detection, explanation, and adap- tation,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:48.131814Z digest=sha256:6bb27363cb9b8e77bfeb02d51b97995d29e611927a44fb6ec163b5a1db49e263

Observation f00c9b27-b3c2-495f-8c4a-dd3462c4adcf · outbound

This paper cites xNIDS: Explaining deep learning-based network intrusion detection systems for active intrusion responses,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:48.221596Z digest=sha256:5a08851f75759c74d7794edbf545fa9b5d361b2ff3945709deab24d671d6a265

Observation 0edacdf3-0a2b-4e00-bea1-c869615079b9 · outbound

This paper cites Ruling the rules: Quantifying the evolution of rulesets, alerts and incidents in network intrusion detection,.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ec4572ae-fbda-4d43-b2b9-c5dac173bf03 · outbound

This paper cites Detecting credential spearphishing attacks in enterprise settings,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:48.465220Z digest=sha256:a40b72d2174f127eced75b50838ffa7a15bbb004d54625c69b02786e9d80bc0e

Observation 514ec810-b197-4976-86bd-53fddb7bacdb · outbound

This paper cites A systematic review on imbalanced data challenges in machine learning: Applications and solutions,.

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

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T20:53:48.583927Z digest=sha256:296d5925c4616119033a1337ccee7d23e922f4f1d5110a77024289871d99b19c

Observation 756efb6f-258e-4bc3-820a-e39b83003a97 · outbound

This paper cites An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics,.

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

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Unavailable: canonical work link unavailable.

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Observation f9fd5a49-0098-4ff0-b572-dca5aa26f4e0 · outbound

This paper cites The base-rate fallacy and the difficulty of intrusion detection,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:48.852863Z digest=sha256:59cfa9839515134fc8c4b76311ebbc0b950b15e66549063c3491bdf69f78c59f

Observation 8dccd430-27de-48d2-9914-bb47ebbec6b3 · outbound

This paper cites TESSERACT: Eliminating experimental bias in malware classification across space and time,.

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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 7a59c9c4-4a5c-416a-add2-955197911dbb · outbound

This paper cites Dos and don’ts of machine learning in computer security,.

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

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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.

source=pdf_text observed=2026-08-06T20:53:49.233247Z digest=sha256:867bddc3fea346c938c2e33d68f5b8d4fda6e84b0b7ad8ac92395a5ca75d8dee

Observation 28b1013c-f8f3-4c33-a706-ad2010ab3e71 · outbound

This paper cites The curse of dimensionality in data mining and time series prediction,.

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

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raw_fallback, observed 2026-08-06T20:53:54.936709Z

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.

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Observation 240f699f-6cdf-4704-a662-bbc33739c8fd · outbound

This paper cites Error prevalence in nids datasets: A case study on cic-ids-2017 and cse-cic-ids-2018,.

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

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Observation 0b158ffb-854b-48cc-87d4-28057d0b9d9f · outbound

This paper cites Sok: Explainable machine learning for computer security applications,.

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

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source=pdf_text observed=2026-08-06T20:53:49.462789Z digest=sha256:7e185ddb3b19da12c356960ef2a302980d4c16fb87f77c2d2232bd6e58db0fcd

Observation 5c97f2e6-598a-4474-b10a-3ac270311aa3 · outbound

This paper cites A review on the attention mechanism of deep learning,.

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

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Unavailable: canonical work link unavailable.

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Observation 9fafc0b8-8250-4ae8-bc4e-0a6ec9c27718 · outbound

This paper cites A density-based algorithm for discovering clusters in large spatial databases with noise,.

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

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raw_fallback, observed 2026-08-06T20:53:54.787815Z

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.

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Observation a0158727-df22-4bac-b1b1-d2d2010f9aac · outbound

This paper cites How Complex is your classification problem? A survey on measuring classification complexity.

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:53:49.647011Z digest=sha256:82de3bf61f368f43d24d127d2e1621c3fb26d75e844b876a237456f5380ac96f

Observation 450b1c1c-c390-4210-8486-8c4194383e8f · outbound

This paper cites The effect of dataset size on training tweet sentiment classifiers,.

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

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doi, observed 2026-08-06T20:53:51.001827Z

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.

source=pdf_text observed=2026-08-06T20:53:49.700139Z digest=sha256:be1545a6eddffc3184ba2463ecc608f8088b41233bbb1273d73e3d1d8b179394

Observation b0652970-fb96-4c02-adec-0a408a2443c7 · outbound

This paper cites Nodoze: Combatting threat alert fatigue with automated provenance triage,.

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

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raw_fallback, observed 2026-08-06T20:53:54.572557Z

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.

source=pdf_text observed=2026-08-06T20:53:49.770049Z digest=sha256:38731aa1c9ff3ee26904d94e0dc2b56262daee8e449b7a22a76a165f5775dc55

Observation 6ab06e6e-0ed3-4422-ab68-b0c2beeb45d0 · outbound

This paper cites Bad design smells in benchmark nids datasets,.

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

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no resolver link, observed 2026-08-06T20:53:49.849495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:53:49.849495Z digest=sha256:fd4c18141c38ad84d26f01bc48c465fc2358605175b0f6aa2f977b12f5077b5c

Observation df479aaa-3f6d-4f79-b702-6115d7087827 · outbound

This paper cites ’give me structure’: Synthesis and evaluation of a (network) threat analysis process supporting tier 1 investigations in a security operation center,.

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

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raw_fallback, observed 2026-08-06T20:53:54.387597Z

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.

source=pdf_text observed=2026-08-06T20:53:49.921100Z digest=sha256:6a3929cb4c3fcd911cedb4740b189330f46a35951e0a522da72d1cd0d059146e

Observation 43104cf0-c11e-4603-840a-92eb095dae4c · outbound

This paper cites Troubleshooting an intrusion detection dataset: the cicids2017 case study,.

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

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raw_fallback, observed 2026-08-06T20:53:54.256125Z

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.

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Observation c9ea6620-35dc-4480-a6e6-97b34482c8fe · outbound

This paper cites an unresolved cited work.

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

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation dd81076e-9aac-4194-b0bd-40dfe6996d75 · outbound

This paper cites an unresolved cited work.

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

Resolution
unresolved
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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.

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Observation dbec8631-1eb8-4dd0-bd52-14006b4a4e55 · outbound

This paper cites Regression with graphics: A second course in applied statistics,.

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

Resolution
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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.

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Observation 6227b485-2614-4ac9-9db3-38a413ca24ec · outbound

This paper cites The kolmogorov-smirnov test for goodness of fit,.

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

Resolution
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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.

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Observation 535fc682-42e4-484e-ab93-1c45ab428dba · outbound

This paper cites Capturing tacit knowledge in security operation centers,.

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

Resolution
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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.

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Observation ef4f334f-f5e5-446e-abd8-06d75d01f7a6 · outbound

This paper cites A tale of four metrics,.

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

Resolution
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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.

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Observation 512f0e49-6777-48b3-a2a1-af84447a5bb7 · outbound

This paper cites A unifying view of class overlap and imbalance: Key concepts, multi-view panorama, and open avenues for research,.

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

Resolution
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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.

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Observation 8b44f432-d09e-4724-872f-09bf1a0ea6f5 · outbound

This paper cites Focal loss for dense object detection,.

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

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 754f8eab-43f2-49d6-a50e-daece66d94ac · outbound

This paper cites Deepdive: Evaluating deepcase on dataset imbalance & validity of explanations,.

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

Resolution
verified fuzzy
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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.

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Observation 544b0f6a-caa3-4c5d-9186-4571d8fe2779 · outbound

This paper cites Random search for hyper-parameter optimization.

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

Resolution
verified fuzzy
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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.

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Observation 9f81686b-7eac-4ff9-bd0b-812a20c1e02d · outbound

This paper cites O PTIMAL HYPERPARAMETERS FOR THE DIFFERENT DATASETS.

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

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T20:53:52.683598Z

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.

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Observation f2649a6d-94ae-4a2e-a9fa-911599844704 · outbound

This paper cites Available: https://www.usenix.org/conference/ usenixsecurity19/presentation/pendlebury 9.

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

Resolution
verified fuzzy
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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.

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Observation 65242249-f66a-4b3e-8848-6cbaf8ec845b · outbound

This paper cites Available: https://doi.org/10.1145/357830.357849.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T20:53:48.952538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.