Pith. sign in

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=sha256:934b6ba247214ead6c931ab6210cbe0df3c8db47ca59f1b23f1a59e5091bfb98

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:f4de763fc91c6051773c846c71a3d541a49512b1e3849ca32952f80945f5523b

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=sha256:4cc284d98de33c1a431c83b956ab638d6d649d7f717c4940f2c99dd7342f5ce0

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=sha256:5456454c8b5340d0d665a0d64f7d4311e809a8d1971961df5876ffe19676d459

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=sha256:5989b2dd21bedb461cde77c244003439aec576cd9f4562644ce2cab9c37551fd

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:b159da269884bdd00a70be62f2b6594cb5d6e2680049053959039656b5c0f68c

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=sha256:6c62fb26cfc78b6ae0f39bcaac6fc9e6126520e464e7ad4864b4ce7caadee8aa

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=sha256:52d3484994e912348c8f7c23641abc9f61bf67736e2be571371c10d7c34390ff

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=sha256:792c8ba3fb484844f9c7148afa9794a390776b37797a9f28d3a23da95cc0b5ff

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=sha256:8d3ebe90d4eed1d56ecb5d6a75b6db32c3661da767c8da11903e45a3283c5f5d

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=sha256:6beab1167c206789caeb868eb9bd6147cb958b15a91099fc51b476fa6481a140

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:a1e86e8e6823a4aea255d21486efa78c081ed4a8cd21c4c7a3917d09c424e2a8

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=sha256:35ae1938821e1b1f25d62fd79a71327ca49d41c36dd12b2d2b0644d48c1a641c

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:e85eee79643f3e30021ededbc8935521cb51df8d5fd0f892e31eeaba839714c6

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=sha256:1faa8e2f8852c2d712923863d5d59df0fa348c84cbf353ecd7fe0e1584f55572

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=sha256:8e7e71c03ba3693e5dd632b304a54dcb5cbb9d2f885d3fe8855118db81cecccc

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=sha256:49d6b68b19d3efc4026ced8a40fc971dd7c427845c20d01e82d42036fb830190

Pith citing papers

No inbound Pith citation observations are available.