Paper Citation Record · LEDGER

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching

As of 15 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2509.09970.

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

pith.paper-citation-record.v1
2509.09970 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T18:25:56.262826Z

measured 20 of 20 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

20 of 20 outbound references displayed

verified exact0
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ff9adc8a-2700-4e67-b254-7272a948d4dd · outbound

This paper cites Gpt-3.5: Large language model,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Gpt-3.5: Large language model,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.201961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b766be78-0652-4b5e-9e82-0ecb45aa4ae5 · outbound

This paper cites Gpt-4: Large multimodal model,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Gpt-4: Large multimodal model,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.205508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe10d63e-b940-45c5-a92e-7b15d0e689e6 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching LLaMA: Open and Efficient Foundation Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.208485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 415eac36-9732-483b-bd05-5e2d7a6877bc · outbound

This paper cites Exploring and characterizing large language models for embedded system development and debugging,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Exploring and characterizing large language models for embedded system development and debugging,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.211886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a95fb1a3-955a-4b96-ae98-305c82627fce · outbound

This paper cites CodeMirage: Hallucinations in Code Generated by Large Language Models.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.215008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdccc735-07d1-4b9d-829f-113cb0216e02 · outbound

This paper cites LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.218461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10f0fcf5-d226-4495-ac17-6cd9a39f1559 · outbound

This paper cites Ai agents under threat: A survey of key security challenges and future pathways,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Ai agents under threat: A survey of key security challenges and future pathways,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.222889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbb1a6e6-433b-4e65-b3cc-80e7b7803722 · outbound

This paper cites Multi-Agent Collaboration Mechanisms: A Survey of LLMs.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.225947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93f76ce3-1be3-4027-8ef0-448bf0eb7f23 · outbound

This paper cites {AFL++}: Combin- ing incremental steps of fuzzing research,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching {AFL++}: Combin- ing incremental steps of fuzzing research,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.228928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9c9d71a-a300-4104-bd92-eb1bef34d438 · outbound

This paper cites Demystify the fuzzing methods: A com- prehensive survey,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Demystify the fuzzing methods: A com- prehensive survey,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.232478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70ee7e65-6edd-4604-a2e7-f202b4d97c3c · outbound

This paper cites Artificial-Intelligence Generated Code Considered Harmful: A Road Map for Secure and High-Quality Code Generation.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Artificial-Intelligence Generated Code Considered Harmful: A Road Map for Secure and High-Quality Code Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.235281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f82a94d-1a26-4e0f-b2d5-f5a036bc1988 · outbound

This paper cites Spell: An end-to-end tool flow for llm-guided secure soc design for embedded systems,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Spell: An end-to-end tool flow for llm-guided secure soc design for embedded systems,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.238479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9317fea5-e537-4f8d-a95f-3f9863c8b993 · outbound

This paper cites Qemu, a fast and portable dynamic translator.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Qemu, a fast and portable dynamic translator

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.241579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a3a7e49-dc3e-4144-8453-3385642c7c98 · outbound

This paper cites Ecg: Augmenting embedded operating system fuzzing via llm-based corpus generation,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Ecg: Augmenting embedded operating system fuzzing via llm-based corpus generation,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.245099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 918b0f75-0d10-443d-9bb5-681442a66311 · outbound

This paper cites Weaknesses in llm- generated code for embedded systems networking,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Weaknesses in llm- generated code for embedded systems networking,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.247831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f92b05c0-e8a2-4c9e-9513-6a033002c428 · outbound

This paper cites Empowering hardware security with llm: The development of a vul- nerable hardware database,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Empowering hardware security with llm: The development of a vul- nerable hardware database,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.250706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad82ac87-c8d9-489a-a06d-f967e11444f7 · outbound

This paper cites Denial of service attacks,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Denial of service attacks,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.253681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f0f7b37-fc73-48d7-a5a1-6e0f74eb2f48 · outbound

This paper cites The survey of real time operating system: Rtos,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching The survey of real time operating system: Rtos,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.256477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40ed604a-1533-4e90-a2eb-0394d73a4e1c · outbound

This paper cites Fuzzing of embedded systems: A survey,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Fuzzing of embedded systems: A survey,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.259374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fab879f-f04f-437f-868a-de4e18052e0c · outbound

This paper cites Vulnerabilities and limitations of mqtt protocol used between iot devices,.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching Vulnerabilities and limitations of mqtt protocol used between iot devices,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.262826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.