Paper Citation Record · LEDGER

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance

As of 18 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2608.12444.

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

pith.paper-citation-record.v1
2608.12444 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:20:07.547513Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

35 of 35 outbound references displayed

verified exact2
verified fuzzy18
unresolved15
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1037726-99cd-4500-96e3-37d4b86b7978 · outbound

This paper cites 99% false positives: A qualitative study of soc analysts’ perspectives on security alarms,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance 99% false positives: A qualitative study of soc analysts’ perspectives on security alarms,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.159210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4748dc16-39d0-4b03-9b91-132a22694364 · outbound

This paper cites Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.411031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab93eb64-0a02-42c2-ba26-da3d6b414dcf · outbound

This paper cites Conformal risk control,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Conformal risk control,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.416276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b284bae7-371d-4265-814d-64bf7e8cf02e · outbound

This paper cites Automated discovery and mapping att&ck tactics and techniques for unstructured cyber threat intelligence,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Automated discovery and mapping att&ck tactics and techniques for unstructured cyber threat intelligence,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.421037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a2874a4-7ec1-481b-b33a-d42fa2a9d2d2 · outbound

This paper cites V ovk, A.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance V ovk, A

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.426071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c2dda17-9fbe-4892-b0e7-8c6439802c6b · outbound

This paper cites Learn then test: Calibrating predictive algorithms to achieve risk control,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Learn then test: Calibrating predictive algorithms to achieve risk control,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.431152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5846fa2-fe1b-49ba-8322-b791a966966a · outbound

This paper cites Fair conformal predictors for applications in medical imaging,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Fair conformal predictors for applications in medical imaging,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.125462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10b84719-658f-472c-a175-469a6438e244 · outbound

This paper cites Safe planning in dynamic environments using conformal prediction,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Safe planning in dynamic environments using conformal prediction,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.111772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 23e99e08-4418-48f8-b1bc-034b88777706 · outbound

This paper cites Conformal Language Modeling.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Conformal Language Modeling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.444820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5870364e-d5af-4d31-9f6c-6db54c69c402 · outbound

This paper cites Transcend: detecting concept drift in malware clas- sification models,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Transcend: detecting concept drift in malware clas- sification models,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.097719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 733a204f-4f4f-4b3e-a933-6a86cbf4c87b · outbound

This paper cites Smith, N.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Smith, N

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.083430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6184135f-53bc-4cc5-8fd3-d034f27043ee · outbound

This paper cites Selective classification for deep neural networks,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Selective classification for deep neural networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.068429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 183e93d2-312b-4ddd-8956-d85e9e1442d4 · outbound

This paper cites On the foundations of noise-free selective classification,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance On the foundations of noise-free selective classification,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.054187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d7a5de2f-fb09-4a68-a0f8-d0155904f908 · outbound

This paper cites Selectivenet: A deep neural network with an integrated reject option,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Selectivenet: A deep neural network with an integrated reject option,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.038530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b4f6fcef-f649-44bc-a394-200f507722c3 · outbound

This paper cites Selective Classification via One-Sided Prediction.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Selective Classification via One-Sided Prediction

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:20:07.731542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5c4addfb-0ac8-424b-99e5-5065db3328d6 · outbound

This paper cites Decision-making under selective labels: Optimal finite-domain policies and beyond,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Decision-making under selective labels: Optimal finite-domain policies and beyond,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.024643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f3032784-e342-4078-bdbb-9781c0f7f30a · outbound

This paper cites Entropy alone is insufficient for safe selective prediction in llms,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Entropy alone is insufficient for safe selective prediction in llms,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:08.010651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f234e6c5-937b-4c79-baa0-ad38ce1eaabd · outbound

This paper cites When Can Conformal Risk Control Certify LLM Outputs? Bounds, Impossibility, and Adaptation for Structured Generation.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance When Can Conformal Risk Control Certify LLM Outputs? Bounds, Impossibility, and Adaptation for Structured Generation

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:20:07.646522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fd18035b-90b6-43f8-8fad-7faf484cd5bc · outbound

This paper cites Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.490632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcbbffdc-092e-4ce3-960e-a1d0b0ca062b · outbound

This paper cites Class-conditional conformal prediction with many classes,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Class-conditional conformal prediction with many classes,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:07.978645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 39f32fa5-bf85-4cb7-9c44-4294d3a5e745 · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID: 288654956.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Available: https://api.semanticscholar.org/CorpusID: 288654956

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:07.994223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation df9c0acc-400a-4dcf-a6e4-2473bf1eee90 · outbound

This paper cites Generating network intrusion detection dataset based on real and encrypted synthetic attack traffic,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Generating network intrusion detection dataset based on real and encrypted synthetic attack traffic,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.504295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63c47f42-76f9-4b89-ae7f-a086485ecdab · outbound

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

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Toward generating a new intrusion detection dataset and intrusion traffic characterization,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.501372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 946272c0-abcf-486f-bfe7-ddae78c10005 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Gemma 2: Improving Open Language Models at a Practical Size

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.510905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b69b12e7-748a-422b-a2df-e128b147445f · outbound

This paper cites Quantized autoencoder (qae) intrusion detection system for anomaly detection in resource-constrained iot devices using rt-iot2022 dataset,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Quantized autoencoder (qae) intrusion detection system for anomaly detection in resource-constrained iot devices using rt-iot2022 dataset,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:07.945039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a58dba55-8cf2-4266-a9c7-6df263658b85 · outbound

This paper cites Mistral 7B.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Mistral 7B

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.518958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d15b986-0197-4f56-91d1-01736f49f4ef · outbound

This paper cites The llama 3 herd of models,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance The llama 3 herd of models,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:07.929281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 85ab2956-12d2-4f56-b073-aeb7f450d928 · outbound

This paper cites Xgboost: A scalable tree boosting system,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Xgboost: A scalable tree boosting system,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.531601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2171882-2712-4b6a-a429-7aef76c5d0b2 · outbound

This paper cites Qwen3 technical report,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Qwen3 technical report,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.523196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f9c7216-ad44-46c6-8622-7ff0501e3453 · outbound

This paper cites Adaptive conformal inference under dis- tribution shift,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Adaptive conformal inference under dis- tribution shift,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:07.874081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2610d02f-d049-4b34-8360-4473cf3cabad · outbound

This paper cites Non- exchangeable conformal risk control,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Non- exchangeable conformal risk control,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:07.859312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e8cc441f-5435-45b3-9e06-84ff9f1b8ccd · outbound

This paper cites Lightgbm: a highly efficient gradient boosting decision tree,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Lightgbm: a highly efficient gradient boosting decision tree,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:07.888710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation baa6afa0-c016-4dd2-8cf3-2b9a2d640ade · outbound

This paper cites Adaptive conformal predictions for time series,.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Adaptive conformal predictions for time series,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:20:07.842280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fb87fc5d-70e4-4236-9d1a-3fc4a95ff2b2 · outbound

This paper cites Qwen3 Technical Report.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Qwen3 Technical Report

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.527316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4991e1dc-b80c-4a56-9442-f3317599c7c3 · outbound

This paper cites Available: https://arxiv.org/abs/2603.21172.

Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance Available: https://arxiv.org/abs/2603.21172

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-16T00:20:07.483837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.