Paper Citation Record · LEDGER

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models

As of 10 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2605.27299.

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

pith.paper-citation-record.v1
2605.27299 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T17:12:32.044425Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

33 of 33 outbound references displayed

verified exact10
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b2740bc6-19a4-4395-bfcf-9c8da5c531d2 · outbound

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

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Combating alert fatigue with AlertPro: Context-aware alert prioritization using reinforcement learning for multi-step attack detection

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:13:44.110582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 15cec856-fe4f-4464-acc9-62ee1411eb02 · outbound

This paper cites Jalalvand, M.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Jalalvand, M

Reference 2

Resolution: metadata mismatch; doi, observed 2026-06-29T17:13:44.099909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b8c564b2-bcf9-4d49-a76f-ff4f5f0cc89b · outbound

This paper cites Alahmadi, Louise Axon, and Ivan Martinovic.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Alahmadi, Louise Axon, and Ivan Martinovic

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a287613e-c446-4d64-b0fa-66287dfca631 · outbound

This paper cites Sans 2024 detection and response survey: Transforming cybersecu- rity operations.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Sans 2024 detection and response survey: Transforming cybersecu- rity operations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e26817a-0de4-4b1c-b717-1f2f53bcddfb · outbound

This paper cites Outside the closed world: On using machine learning for network intrusion detection.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Outside the closed world: On using machine learning for network intrusion detection

Reference 5

Resolution: verified exact; doi, observed 2026-06-29T17:13:44.102581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4ff83d96-8ef3-43ce-b23c-4f6b2ac1d6ea · outbound

This paper cites Snort: Lightweight intrusion detection for networks.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Snort: Lightweight intrusion detection for networks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3529a5f-a99f-45c1-b084-ed2462d9d03e · outbound

This paper cites Lippmann, David J.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Lippmann, David J

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f349d35-8f96-4def-aaa6-9b4e4c32d038 · outbound

This paper cites Random forests.Machine Learning, 45:5–32, 2001.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Random forests.Machine Learning, 45:5–32, 2001

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11fee258-2737-4282-84ce-f9fb38dd798f · outbound

This paper cites A deep learning ap- proach for network intrusion detection system.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models A deep learning ap- proach for network intrusion detection system

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d59c6c1-3020-4590-ae83-7772b920315d · outbound

This paper cites an unresolved cited work.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Unresolved cited work

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:13:44.114713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 140efa1a-2bf9-44ec-9291-08aa751ff957 · outbound

This paper cites Understanding LSTM -- a tutorial into Long Short-Term Memory Recurrent Neural Networks.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Understanding LSTM -- a tutorial into Long Short-Term Memory Recurrent Neural Networks

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:13:44.489872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0766671a-e340-4d05-9a71-e0a06c3a3e6f · outbound

This paper cites Clustering intrusion detection alarms to support root cause analysis.ACM Transactions on Information and System Security, 6:443–471, 2003.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Clustering intrusion detection alarms to support root cause analysis.ACM Transactions on Information and System Security, 6:443–471, 2003

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f375ea6-667f-47ab-89dd-2b09da651db3 · outbound

This paper cites Uncertainty-quantified, robust deep learning for network intrusion detection.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Uncertainty-quantified, robust deep learning for network intrusion detection

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14bd1599-c73b-40bd-bd5a-21cbb718396f · outbound

This paper cites Lstm-based encoder-decoder for multi-sensor anomaly detection, 2016.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Lstm-based encoder-decoder for multi-sensor anomaly detection, 2016

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a777bd3-55a9-49a1-905e-78e663a21950 · outbound

This paper cites Weinberger.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Weinberger

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 241a28a0-3f5d-4b83-b948-eb82e0d5c471 · outbound

This paper cites Ribeiro, Sameer Singh, and Carlos Guestrin.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Ribeiro, Sameer Singh, and Carlos Guestrin

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 835dd2ac-4414-4d0d-8936-a8e3a79f1943 · outbound

This paper cites Montavon , author W.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Montavon , author W

Reference 17

Resolution: metadata mismatch; doi, observed 2026-06-29T17:13:44.117190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9fff9129-0a28-41eb-952d-360485834b84 · outbound

This paper cites Springer, 4 edition,.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Springer, 4 edition,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a53a2a85-d952-4b80-9a28-08af50d90361 · outbound

This paper cites Zimmermann, Fuzzy Set Theory – and Its Applications, 4th Edition, Springer, New York.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Zimmermann, Fuzzy Set Theory – and Its Applications, 4th Edition, Springer, New York

Reference 19

Resolution: verified exact; doi, observed 2026-06-29T17:13:44.116838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ed09e846-1ca5-4ae5-8b7c-f24d42aad80c · outbound

This paper cites A complete guide to the common vulnerability scoring system version 2.0.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models A complete guide to the common vulnerability scoring system version 2.0

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4df78de-396b-4710-934d-9a57ba7006c2 · outbound

This paper cites Common vulnerability scoring system version 3.0 speci- fication.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Common vulnerability scoring system version 3.0 speci- fication

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5be69d9-e578-4883-8422-6989f1eff225 · outbound

This paper cites Comparing vulnerability severity and exploits using case-control studies.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Comparing vulnerability severity and exploits using case-control studies

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7083cff1-7cee-403f-8c73-7bd6c1e48444 · outbound

This paper cites Improving vulnerability remedia- tion through better exploit prediction.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Improving vulnerability remedia- tion through better exploit prediction

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b82f29f2-80f8-4a6e-9879-9a2d15190dde · outbound

This paper cites Genetic-fuzzy rule mining approach and eval- uation of feature selection techniques for anomaly intrusion detection.Pattern Recognition, 40(9):2373–2391, 2007.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Genetic-fuzzy rule mining approach and eval- uation of feature selection techniques for anomaly intrusion detection.Pattern Recognition, 40(9):2373–2391, 2007

Reference 24

Resolution: verified exact; doi, observed 2026-06-29T17:13:44.089808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4a03fb1a-6c1e-4a0f-a0fa-7cdad3f51e31 · outbound

This paper cites an unresolved cited work.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92a74ed2-bf7f-409d-980f-836e3135a105 · outbound

This paper cites Enhancing cloud-based intrusion detection systems with log-based alert verification.IEEE Transac- tions on Cloud Computing, 3:242–254, 2013.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Enhancing cloud-based intrusion detection systems with log-based alert verification.IEEE Transac- tions on Cloud Computing, 3:242–254, 2013

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 668de266-8e86-44ea-8c69-902952e3ddaa · outbound

This paper cites an unresolved cited work.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Unresolved cited work

Reference 27

Resolution: verified exact; doi, observed 2026-06-29T17:13:44.112385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dae1bfcd-c384-4c60-80b0-ff500c6e7ce5 · outbound

This paper cites 1965 , issn =.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models 1965 , issn =

Reference 28

Resolution: verified exact; doi, observed 2026-06-29T17:13:44.110276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 096c5131-1e15-4515-b6f5-8cde5b5d733f · outbound

This paper cites an unresolved cited work.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3ce1605-2e6a-439c-9f8c-53a732dc2bbf · outbound

This paper cites Ghorbani.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Ghorbani

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T17:12:32.044425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34c569dc-5abb-4070-a904-4a3062562383 · outbound

This paper cites Toward generating a new intrusion detection dataset and intrusion traffic characterization.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Toward generating a new intrusion detection dataset and intrusion traffic characterization

Reference 31

Resolution: verified exact; doi, observed 2026-06-29T17:13:44.099206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ba02abcb-cb4a-4694-bc3b-8d046ea2188b · outbound

This paper cites ACM Trans.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models ACM Trans

Reference 32

Resolution: metadata mismatch; doi, observed 2026-06-29T17:13:44.119338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ab2978bd-44e9-464a-84a5-8b87c700d8a3 · outbound

This paper cites Ghorbani.

Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models Ghorbani

Reference 33

Resolution: verified exact; doi, observed 2026-06-29T17:13:44.121155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.