Paper Citation Record · LEDGER

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection

As of 8 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2505.22878.

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

pith.paper-citation-record.v1
2505.22878 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:00:51.825431Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

18 of 18 outbound references displayed

verified exact0
verified fuzzy8
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ecf68aae-deed-40f8-b20c-b58bcf66ddcf · outbound

This paper cites Security vulnerability analysis of design-for-test exploits for asset protection in socs,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Security vulnerability analysis of design-for-test exploits for asset protection in socs,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:49.948852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ad1a15-b3e4-40ba-9158-e0a8feb04cce · outbound

This paper cites Security and trust vulner- abilities in third-party ips,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Security and trust vulner- abilities in third-party ips,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:55.168568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25eb3877-11fa-4acb-9d6c-c51ee71580f2 · outbound

This paper cites Soc secu- rity verification using property checking,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Soc secu- rity verification using property checking,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:50.201102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54c8b8fd-acee-4c6d-bb8e-deef9aaf0659 · outbound

This paper cites Register transfer level information flow tracking for provably secure hardware design,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Register transfer level information flow tracking for provably secure hardware design,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:54.909577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5c4be469-fcc7-4a7a-8b5b-35f9b463f8ae · outbound

This paper cites Fuzz, penetration, and ai testing for soc security verification: Challenges and solutions,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Fuzz, penetration, and ai testing for soc security verification: Challenges and solutions,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:50.497493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf1a4816-9744-48ed-badf-8ac5835cd049 · outbound

This paper cites Arc-fsm-g: Automatic security rule checking for finite state machine at the netlist abstraction,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Arc-fsm-g: Automatic security rule checking for finite state machine at the netlist abstraction,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:54.339747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e526d5b2-b6bd-4a9d-b9fb-2fd37276df96 · outbound

This paper cites Socurellm: An llm-driven approach for large-scale system-on-chip security verification and policy generation,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Socurellm: An llm-driven approach for large-scale system-on-chip security verification and policy generation,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:50.742373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 870ffb71-fa58-4994-a5b6-74e242e4f510 · outbound

This paper cites Llm for soc security: A paradigm shift,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Llm for soc security: A paradigm shift,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:50.870088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be01f9d8-7ee0-4bf8-9317-4146c1ca1774 · outbound

This paper cites ChipGPT: How far are we from natural language hardware design,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection ChipGPT: How far are we from natural language hardware design,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:53.983296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e46ba1f6-cfca-43fa-acfd-bf2cd7a2aabc · outbound

This paper cites (Security) Assertions by Large Language Models.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection (Security) Assertions by Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:51.097081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f74a3f17-6f62-4dab-98b8-61d031d8373e · outbound

This paper cites Self-hwdebug: Automation of llm self- instructing for hardware security verification,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Self-hwdebug: Automation of llm self- instructing for hardware security verification,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:53.739659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ec0ebaa3-9595-4e11-9d9a-63e29721ff12 · outbound

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

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Empowering hardware security with llm: The development of a vul- nerable hardware database,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:51.310321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a10dbfc5-a74d-4f13-899c-9a54316a4e51 · outbound

This paper cites Gpt-4 technical report.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Gpt-4 technical report

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:53.438258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1802eb77-60eb-49be-aa21-3e3bdc8bbea2 · outbound

This paper cites The Llama 3 Herd of Models.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection The Llama 3 Herd of Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:51.515405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a82326f-87fb-43f0-b407-0668b3585d89 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Code Llama: Open Foundation Models for Code

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:51.602917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13cd4915-8fee-430f-bb7f-d48a1a55b75f · outbound

This paper cites Bench- marking of soc-level hardware vulnerabilities: A complete walkthrough,.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection Bench- marking of soc-level hardware vulnerabilities: A complete walkthrough,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:52.714729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4aefe473-8fe4-417c-b701-d6ab30d204ff · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection LoRA: Low-Rank Adaptation of Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:51.825431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9b4243c-c78e-4169-a432-eab55842623d · outbound

This paper cites 1691–1696.

BugWhisperer: Fine-Tuning LLMs for SoC Hardware Vulnerability Detection 1691–1696

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:54.596054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.