Paper Citation Record · LEDGER

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair

As of 16 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2608.13404.

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

pith.paper-citation-record.v1
2608.13404 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:46:31.481128Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

17 of 17 outbound references displayed

verified exact5
verified fuzzy0
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4388f2ed-356e-42d3-85ce-03bfc37ccdda · outbound

This paper cites Replication package: Does fixing break security? an empirical study of security degradation in iterative llm-driven infrastructure-as-code repair.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair Replication package: Does fixing break security? an empirical study of security degradation in iterative llm-driven infrastructure-as-code repair

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.411523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 269e6d7c-5b47-4a37-bd44-2417d99c8887 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair Evaluating Large Language Models Trained on Code

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.428754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5aa32bd5-4c1e-46ba-9fba-625c845aac77 · outbound

This paper cites 11 Michael Felderer and Elizabeta Fourneret.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair 11 Michael Felderer and Elizabeta Fourneret

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.434245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5c016bc-09bd-42d1-8fc3-77f5814ed216 · outbound

This paper cites 14HashiCorp.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair 14HashiCorp

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.442164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aec593fb-bd3c-40b9-aaec-26aac876a4b9 · outbound

This paper cites Agyekum and F.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair Agyekum and F

Reference 9

Resolution: verified exact; doi, observed 2026-08-14T11:46:31.752603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8cffb6aa-3fae-45c6-b8cb-2c79c7085b66 · outbound

This paper cites SafeGenBench: A Benchmark Framework for Security Vulnerability Detection in LLM-Generated Code.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair SafeGenBench: A Benchmark Framework for Security Vulnerability Detection in LLM-Generated Code

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.451484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 749ac14f-40be-407a-bae3-b5ae7eb1f742 · outbound

This paper cites an unresolved cited work.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-14T11:46:31.672171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e513f013-8cdb-414f-87d8-c893267da604 · outbound

This paper cites Using a Feedback Loop for LLM-based Infrastructure as Code Generation.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair Using a Feedback Loop for LLM-based Infrastructure as Code Generation

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-08-14T11:46:31.611692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b6f1db50-6c1c-4118-9b9c-87525be4249d · outbound

This paper cites doi:10.1109/ICSME64153.2025.00109.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair doi:10.1109/ICSME64153.2025.00109

Reference 13

Resolution: verified exact; raw_fallback, observed 2026-08-14T11:46:32.027695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 30a9a1d4-8bdc-4b51-960c-b40ca6dcb033 · outbound

This paper cites 26 Vidyut Sriram, Sawan Pandita, Achintya Lakshmanan, Aneesh Shamraj, and Suman Saha.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair 26 Vidyut Sriram, Sawan Pandita, Achintya Lakshmanan, Aneesh Shamraj, and Suman Saha

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.469165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf46dd69-0f7a-4e9a-b96b-67517642e0b9 · outbound

This paper cites an unresolved cited work.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.473057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40cd8c9a-d0b9-463f-83a7-ee754227646b · outbound

This paper cites Code Repair with LLMs gives an Exploration-Exploitation Tradeoff.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair Code Repair with LLMs gives an Exploration-Exploitation Tradeoff

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.476860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8323753-f5fc-4719-be87-c88cef0c0d4b · outbound

This paper cites 2506.05623.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair 2506.05623

Reference 17

Resolution: verified exact; doi, observed 2026-08-14T11:46:31.586810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation aaf24486-4281-4305-acf7-48e96dab6eb7 · outbound

This paper cites 5 Checkov.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair 5 Checkov

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.424366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c430861f-5e7a-44e0-bd7b-45d77cb9972d · outbound

This paper cites 3 Islem Bouzenia, Premkumar Devanbu, and Michael Pradel.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair 3 Islem Bouzenia, Premkumar Devanbu, and Michael Pradel

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.416179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2facf4f1-4b22-4897-a2e3-5a5a09a19e46 · outbound

This paper cites 4 Larissa Braz, Enrico Fregnan, Vivek Arora, and Alberto Bacchelli.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair 4 Larissa Braz, Enrico Fregnan, Vivek Arora, and Alberto Bacchelli

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-14T11:46:31.420649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4adac4cd-5525-4fff-a856-c0754d843c55 · outbound

This paper cites 13 Yujia Fu, Peng Liang, Amjed Tahir, Zengyang Li, Mojtaba Shahin, Jiaxin Yu, and Jinfu Chen.

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair 13 Yujia Fu, Peng Liang, Amjed Tahir, Zengyang Li, Mojtaba Shahin, Jiaxin Yu, and Jinfu Chen

Reference 2026

Resolution: verified exact; doi, observed 2026-08-14T11:46:31.819270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.