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Paper Citation Record · LEDGER

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

As of 15 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.

source=pdf_text observed=2026-08-14T11:46:31.411523Z digest=sha256:ca7058a56bf89050af76d89dc06e967b2b86b4afd097c57ba77eca771b57adf1

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.

source=pdf_text observed=2026-08-14T11:46:31.428754Z digest=sha256:f5d9b16d81e06a4184f7d3e67e3e3d4264aced209166c341796108a07ef18600

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.

source=pdf_text observed=2026-08-14T11:46:31.434245Z digest=sha256:2e630febb628d7293e10fe311515c4950b178b0265a3b4c33e306cadf982925d

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.

source=pdf_text observed=2026-08-14T11:46:31.442164Z digest=sha256:3ae05bd1c23948ea21d9ae708efdba0bf0d938c6834710e2737c9e13d4145ad9

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.

source=pdf_text observed=2026-08-14T11:46:31.447257Z digest=sha256:891449b991fec7e5075df12ddfeb988eeba966439f2ee462e99bea955c25fc77

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.

source=pdf_text observed=2026-08-14T11:46:31.451484Z digest=sha256:7b6030d3ac203d92d9221800fb66c15d993e985dc769f80963404a79399fe027

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.

source=pdf_text observed=2026-08-14T11:46:31.455944Z digest=sha256:5faeaba97c9c782c47cfb13d0316a64032249d8ab037ba925d082b414922bb30

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.

source=pdf_text observed=2026-08-14T11:46:31.459964Z digest=sha256:c7fa9edb5f89a683264d53daa5fffcd709f56dfeb391e92b5b3751e4b5e63f71

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.

source=pdf_text observed=2026-08-14T11:46:31.465366Z digest=sha256:58f97139cfe57960567e0c611179789b6c20cb8821a88495bf4452f3e8803489

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.

source=pdf_text observed=2026-08-14T11:46:31.469165Z digest=sha256:1a26ab3236dbe3c5029c63f2283ff6c5fd88796fdadc40c5e6327d26d762ca8d

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.

source=pdf_text observed=2026-08-14T11:46:31.473057Z digest=sha256:de22253f8c4e8e8110655f8ab6b800ee610adc9d26b2e1f7d9cac8eecc4692a3

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.

source=pdf_text observed=2026-08-14T11:46:31.476860Z digest=sha256:0f7119d9a81527d93de14bd79c9fce75b7fd1cee530673f1f3ccc716884ed68e

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.

source=pdf_text observed=2026-08-14T11:46:31.481128Z digest=sha256:119800e8e7173dfb026141db1a04bd3116b0c1f3adc08222eca721fa99aefeb2

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.

source=pdf_text observed=2026-08-14T11:46:31.424366Z digest=sha256:6f8d152226412a1f369961521b26f40a0cf4931db2897226340346bb3669351f

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.

source=pdf_text observed=2026-08-14T11:46:31.416179Z digest=sha256:0e250521049b7eb5538deeff26b497190ca8c168fecce74b3a5f7cff21a77eda

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.

source=pdf_text observed=2026-08-14T11:46:31.420649Z digest=sha256:4fb08acefc427310bccae125325f623f93ce2de06b83c4244024b54eeed90ffc

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.

source=pdf_text observed=2026-08-14T11:46:31.438352Z digest=sha256:1936b9cf7f3c0284642d93fd8c5ebcc1a2a2852b0ebcc3d304ef2278ff5557d2

Pith citing papers

No inbound Pith citation observations are available.