Paper Citation Record · LEDGER

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting

As of 7 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2607.14903.

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

pith.paper-citation-record.v1
2607.14903 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T00:47:28.225910Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

40 of 40 outbound references displayed

verified exact0
verified fuzzy0
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cd388937-54f8-4249-a6d0-a475e16c4700 · outbound

This paper cites Towards automated dynamic analysis for linux-based embedded firmware.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Towards automated dynamic analysis for linux-based embedded firmware

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.128194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe841460-36b5-4472-a6a5-7e17719dff9a · outbound

This paper cites Firmae: Towards large-scale emulation of iot firmware for dynamic analysis,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Firmae: Towards large-scale emulation of iot firmware for dynamic analysis,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.131506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 965a147c-8686-4c4c-b878-a2565e3d6748 · outbound

This paper cites Firmguide: Boosting the capability of rehosting embedded linux kernels through model-guided kernel execution,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Firmguide: Boosting the capability of rehosting embedded linux kernels through model-guided kernel execution,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.134238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3bb91b9-424c-46cf-8595-433c24bf160e · outbound

This paper cites Pandawan: quantifying progress in linux-based firmware rehosting,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Pandawan: quantifying progress in linux-based firmware rehosting,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.137192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7d155ea-b461-4aec-b193-e8e30ce65208 · outbound

This paper cites Jetset: Targeted firmware rehosting for embedded systems,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Jetset: Targeted firmware rehosting for embedded systems,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.140061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 212d0dfe-b786-4abd-81e0-5c5b2900e913 · outbound

This paper cites Greenhouse: {Single- Service} rehosting of {Linux-Based} firmware binaries in {User-Space} emulation,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Greenhouse: {Single- Service} rehosting of {Linux-Based} firmware binaries in {User-Space} emulation,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.142642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31974cb8-4b55-4284-8063-26b275b8276f · outbound

This paper cites User-space dependency-aware rehosting for linux-based firmware binaries,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting User-space dependency-aware rehosting for linux-based firmware binaries,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.145403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9268b928-9973-4a61-8bf1-dcd47e3471e0 · outbound

This paper cites Avatar 2: A multi- target orchestration platform,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Avatar 2: A multi- target orchestration platform,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.147812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4a9d3a7-c42f-49b5-b71f-8d1ecb739a63 · outbound

This paper cites {HALucinator}: Firmware re-hosting through abstraction layer emulation,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting {HALucinator}: Firmware re-hosting through abstraction layer emulation,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.150275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51ab8f1c-34da-469d-b8ec-1dfbffdcb473 · outbound

This paper cites {P2IM}: Scalable and hardware- independent firmware testing via automatic peripheral interface modeling,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting {P2IM}: Scalable and hardware- independent firmware testing via automatic peripheral interface modeling,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.152702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce7bfc34-422e-4d0b-b740-9c5d9a67a753 · outbound

This paper cites Fuzzware: Using precise {MMIO} modeling for effective firmware fuzzing,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Fuzzware: Using precise {MMIO} modeling for effective firmware fuzzing,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.155189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aae5acd4-5a34-4521-8e34-ca91e5470361 · outbound

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

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting QEMU, a fast and portable dynamic translator,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.157492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 601786b2-3116-493f-bec7-a855cc45c1d6 · outbound

This paper cites Sok: Enabling security analyses of embedded systems via rehosting,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Sok: Enabling security analyses of embedded systems via rehosting,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.160172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97c9a542-e63b-4ca8-aea9-03976c55bdfe · outbound

This paper cites Toward the analysis of embedded firmware through automated re-hosting,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Toward the analysis of embedded firmware through automated re-hosting,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.162474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17e96ca0-5093-4d91-b8fd-dc5ed3309f97 · outbound

This paper cites Karonte: Detecting insecure multi- binary interactions in embedded firmware,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Karonte: Detecting insecure multi- binary interactions in embedded firmware,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.165206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c28437-76cc-4508-9965-ba653686d621 · outbound

This paper cites Avatar: A framework to support dynamic security analysis of embedded systems’ firmwares.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Avatar: A framework to support dynamic security analysis of embedded systems’ firmwares

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.167771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19ca3a7c-83fd-469d-924e-98c840074d52 · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Retrieval- augmented generation for knowledge-intensive nlp tasks,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.169979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ff7973b-d07e-4c21-90f7-88fcedeeb77e · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Chain-of-thought prompting elicits reasoning in large language models,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.172268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc96f974-d954-472d-8d48-72d7e445a6f3 · outbound

This paper cites Reflex- ion: Language agents with verbal reinforcement learning,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Reflex- ion: Language agents with verbal reinforcement learning,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.174582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 920cbf86-b4d8-484b-ab10-c0890e22598f · outbound

This paper cites CAMEL: Communicative agents for “mind.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting CAMEL: Communicative agents for “mind

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.176862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28d784ac-d35b-49e8-958f-1dfe24a7b6fb · outbound

This paper cites {PentestGPT}: Evaluating and harnessing large language models for automated penetration testing,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting {PentestGPT}: Evaluating and harnessing large language models for automated penetration testing,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.179374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e89b8abd-015e-46aa-81ed-2c44abc65317 · outbound

This paper cites Large language model guided protocol fuzzing,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Large language model guided protocol fuzzing,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.181725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2810f68f-49e1-412c-8594-f635203d9853 · outbound

This paper cites The Hitchhiker's Guide to Program Analysis: A Journey with Large Language Models.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting The Hitchhiker's Guide to Program Analysis: A Journey with Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.183848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f886e0ad-ec80-42f0-a35f-1b1dacc7aea2 · outbound

This paper cites Harnessing the Power of LLM to Support Binary Taint Analysis.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Harnessing the Power of LLM to Support Binary Taint Analysis

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.186533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01a0d821-aeb0-48fd-8511-3162e4bf64df · outbound

This paper cites Mens sana in corpore sano: Sound firmware corpora for vulnerability research,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Mens sana in corpore sano: Sound firmware corpora for vulnerability research,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.189195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d47b48c-ebb2-4c5b-b4ab-6ebb873d9993 · outbound

This paper cites Device-agnostic firmware execution is possible: A concolic execution approach for peripheral emulation,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Device-agnostic firmware execution is possible: A concolic execution approach for peripheral emulation,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.191596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c357ecee-1d6c-45e4-bb6c-b6ed94975bb5 · outbound

This paper cites Automatic firmware emulation through invalidity-guided knowledge inference,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Automatic firmware emulation through invalidity-guided knowledge inference,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.194088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24db840b-e092-4e82-8e64-1c089505086b · outbound

This paper cites Firmalice-automatic detection of authentication bypass vulnerabilities in binary firmware.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Firmalice-automatic detection of authentication bypass vulnerabilities in binary firmware

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.196455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 428f43f4-33cd-4e06-baaa-823db42a7692 · outbound

This paper cites Iotfuzzer: Discovering memory corruptions in iot through app-based fuzzing.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Iotfuzzer: Discovering memory corruptions in iot through app-based fuzzing

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.198908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23899088-127d-42e5-8bf0-5f8f77025175 · outbound

This paper cites Sharing more and checking less: Leveraging common input keywords to detect bugs in embedded systems,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Sharing more and checking less: Leveraging common input keywords to detect bugs in embedded systems,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.201297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90ee5b3e-c6b0-4f8a-b444-d4c0b633e659 · outbound

This paper cites AFL++: Combining incremental steps of fuzzing research,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting AFL++: Combining incremental steps of fuzzing research,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.203583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d44b883-9b19-4823-a7e8-ecc07d35bd73 · outbound

This paper cites Fuzztruction: Using fault injection-based fuzzing to leverage implicit domain knowledge,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Fuzztruction: Using fault injection-based fuzzing to leverage implicit domain knowledge,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.205824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5d0fd18-8db4-4068-9ae4-79b1b980c13f · outbound

This paper cites Drifuzz: Harvesting bugs in device drivers from golden seeds,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Drifuzz: Harvesting bugs in device drivers from golden seeds,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.208311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49b7f9f3-b379-4711-9b98-373ba9d8338e · outbound

This paper cites Charm: Facilitating dynamic analysis of device drivers of mobile systems,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Charm: Facilitating dynamic analysis of device drivers of mobile systems,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.210807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d5644f0-3f39-49d4-8328-c9f598fb6f52 · outbound

This paper cites PyPANDA: Taming the PANDAmonium of whole system dynamic analysis,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting PyPANDA: Taming the PANDAmonium of whole system dynamic analysis,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.213185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bbd22a3-b647-4661-a44a-31d50ce94dd7 · outbound

This paper cites Sok:(state of) the art of war: Offensive techniques in binary analysis,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Sok:(state of) the art of war: Offensive techniques in binary analysis,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.215584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d334899-7ebc-44ad-82ed-5056fe845abe · outbound

This paper cites EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.218060Z

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Unavailable: canonical work link unavailable.

Observation f09290d6-e580-4ffe-bcb1-7abf6701f0f7 · outbound

This paper cites Autopatch: Multi-agent framework for patching real-world cve vulnerabilities,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting Autopatch: Multi-agent framework for patching real-world cve vulnerabilities,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.220623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aaf9e4b-ad4d-4e19-bcd2-6d185ac54f55 · outbound

This paper cites PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.223162Z

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Unavailable: canonical work link unavailable.

Observation b72b1ce0-6dbe-453f-8ba2-ec78fd247769 · outbound

This paper cites PATCHAGENT: A practical program repair agent mimicking human expertise,.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting PATCHAGENT: A practical program repair agent mimicking human expertise,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T00:47:28.225910Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.