Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:50:05.968960Z
Paper Citation Record · LEDGER
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents
As of 21 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2608.05199.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
Reference resolution
35 of 35 outbound references displayed
- verified exact2
- verified fuzzy20
- unresolved13
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a38ec8eb-fb9c-4850-bf1b-359839e3835e · outbound
This paper cites V ovk, A.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents V ovk, A
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.545563Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 99f2cbba-9f84-4805-b629-0e9ac14e698a · outbound
This paper cites Inductive confidence machines for regression,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Inductive confidence machines for regression,
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.842965Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c92fb387-4203-4a25-ba39-39ac1c4da649 · outbound
This paper cites On Calibration of Modern Neural Networks.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents On Calibration of Modern Neural Networks
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.847035Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99d178fe-d3cf-4b77-b4af-46a8ec7d2fc8 · outbound
This paper cites Conformal risk control,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Conformal risk control,
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.851181Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f9dddfa-170e-4897-91b2-6e56ae5d83bf · outbound
This paper cites Rectangular confidence regions for the means of multivariate normal distributions,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Rectangular confidence regions for the means of multivariate normal distributions,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.523739Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4ca378af-c9de-4fb8-b51e-84f629709fb6 · outbound
This paper cites A sharper bonferroni procedure for multiple tests of significance,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents A sharper bonferroni procedure for multiple tests of significance,
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.859519Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7123ab14-2e73-4579-9880-92972db8a03c · outbound
This paper cites A simple sequentially rejective multiple test procedure,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents A simple sequentially rejective multiple test procedure,
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.863733Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ce239b8-2873-4416-bcef-0483bc3c33ed · outbound
This paper cites Controlling the false discovery rate: A practical and powerful approach to multiple testing,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Controlling the false discovery rate: A practical and powerful approach to multiple testing,
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.867325Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7999737-9b69-459a-a627-ed0f48d59d56 · outbound
This paper cites Adaptive conformal inference under distribution shift,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Adaptive conformal inference under distribution shift,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.502847Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2e3dd277-0b94-48fa-9b52-bb03f8c40e94 · outbound
This paper cites Conformal prediction beyond exchangeability,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Conformal prediction beyond exchangeability,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.489865Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e7da0c1f-678c-454d-a1d8-d334394f7b8b · outbound
This paper cites Distribution-free, risk-controlling prediction sets,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Distribution-free, risk-controlling prediction sets,
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.877752Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f84f7978-81eb-47fd-b82e-eb0c8c5ff63d · outbound
This paper cites PASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents PASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-08-15T14:50:06.208838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3e093643-b5b5-40f0-8674-28cab6ef19e6 · outbound
This paper cites Non-exchangeable conformal risk control,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Non-exchangeable conformal risk control,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.477903Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2d351b22-a0a5-4e6e-aff1-53e53ab8dc78 · outbound
This paper cites Class-conditional conformal prediction with many classes,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Class-conditional conformal prediction with many classes,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.465667Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 13fe0fdc-f840-4289-93fa-352bf034cd11 · outbound
This paper cites Sequential tests of statistical hypotheses,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Sequential tests of statistical hypotheses,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.451772Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4577a5db-f018-4f36-a74c-3ac8c5188ca8 · outbound
This paper cites Time-uniform, nonparametric, nonasymptotic confidence sequences,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Time-uniform, nonparametric, nonasymptotic confidence sequences,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.438167Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 13573df5-0f39-4b31-b065-91ec946a6825 · outbound
This paper cites Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.899659Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf24bf92-534a-4347-b0f3-1a559ee727f4 · outbound
This paper cites Audited selective verification for risk-controlled n-1 thermal contingency screening under deployment shift,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Audited selective verification for risk-controlled n-1 thermal contingency screening under deployment shift,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.425481Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ffd77274-9173-4a4d-8563-094f98a72b49 · outbound
This paper cites Large language models in cybersecurity: State-of-the-art,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Large language models in cybersecurity: State-of-the-art,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.413106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 86f95f50-c2ce-4c65-b13a-506be8528e42 · outbound
This paper cites AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.910726Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e075809e-7c0b-41a5-8bd1-6456dd8e7dfe · outbound
This paper cites Large language models for cyber security: A systematic literature review,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Large language models for cyber security: A systematic literature review,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.397785Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 00679495-249f-4884-9ad4-0a2dfd525971 · outbound
This paper cites Conformal prediction for labelling and updating online models in the presence of concept drift in cybersecurity,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Conformal prediction for labelling and updating online models in the presence of concept drift in cybersecurity,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.385959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6b99d956-8744-43b6-941c-3a94830d498c · outbound
This paper cites Inductive conformal anomaly detection for sequential detection of anomalous sub-trajectories,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Inductive conformal anomaly detection for sequential detection of anomalous sub-trajectories,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.373883Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 070a39a0-3448-4aae-a3c7-4f86b14adfa1 · outbound
This paper cites Learn then test: Calibrating predictive algorithms to achieve risk control,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Learn then test: Calibrating predictive algorithms to achieve risk control,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.362214Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation df6b4c9a-edef-4a49-b45a-0ff717f9506a · outbound
This paper cites An upper bound for the probability of a union,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents An upper bound for the probability of a union,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.349892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8e44a532-67ca-4ea2-ba5a-93481072ce5e · outbound
This paper cites Association of random variables, with applications,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Association of random variables, with applications,
Reference 26
- Resolution
- verified exact
- raw_fallback, observed 2026-08-15T14:50:06.163599Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 940ead99-f9c3-45df-96cd-7ccdcbc0f177 · outbound
This paper cites T1498: Network denial of service,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents T1498: Network denial of service,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.337543Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 70e5af0c-39b2-4ecd-a3f4-396db5505033 · outbound
This paper cites Toward generating a new intrusion detection dataset and intrusion traffic characterization,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Toward generating a new intrusion detection dataset and intrusion traffic characterization,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.325610Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c4b40c57-2148-46dd-866e-a8b4f7ea7352 · outbound
This paper cites Quantized autoencoder (qae) intrusion detection system for anomaly detection in resource-constrained iot devices using rt-iot2022 dataset,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Quantized autoencoder (qae) intrusion detection system for anomaly detection in resource-constrained iot devices using rt-iot2022 dataset,
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.313433Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f92440a0-fb6b-4eab-8e43-1bada05634d0 · outbound
This paper cites Qwen2 Technical Report.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Qwen2 Technical Report
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.948676Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f732028-4957-43ed-ba6f-ff12e471a597 · outbound
This paper cites Gemma 2: Improving Open Language Models at a Practical Size.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Gemma 2: Improving Open Language Models at a Practical Size
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.953401Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e066a5b1-0853-4dca-9ed5-b125f57f1a22 · outbound
This paper cites The Llama 3 Herd of Models.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents The Llama 3 Herd of Models
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.957526Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75df11a8-8b3a-45cf-8dc2-b935462e7964 · outbound
This paper cites Mistral 7B.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Mistral 7B
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:50:05.961362Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e5b337c-71c6-431a-952c-6c6f5aa38d90 · outbound
This paper cites Efficient memory management for large language model serving with pagedattention,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents Efficient memory management for large language model serving with pagedattention,
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.301441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 55ba7d12-d095-47ca-8d05-d27291243e2d · outbound
This paper cites LoRA: Low-rank adaptation of large language models,.
Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents LoRA: Low-rank adaptation of large language models,
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:50:06.288850Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
No inbound Pith citation observations are available.