Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:58:18.786052Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 2 inbound Pith citation observations for arXiv:2504.16877.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:58:18.786052Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T05:13:55.122249Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-22T13:46:37.235605Z
65 of 65 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c06b332f-8be1-4d2a-bab2-b7b49555d674 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 616387c4-d0c1-400e-8821-dfa8ba9b3db3 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0e36893e-4d85-49e5-a381-ef60778806e8 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Language Models are Few-Shot Learners
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3d297d7-2350-4d32-9dd3-4e8b4f43c8eb · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d95f15c-2a13-4cd8-8ecd-21ec4e479c7b · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a611e8ee-ee3e-4475-9198-8b21e7cb8126 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7c729baa-12e0-41da-af2e-cc72fdfda4ea · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b58629cd-bbc5-4fca-b752-897e441cbc0c · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ecf297b3-7fdf-4d9f-b846-512a9c781783 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 02aaf18e-26de-4ccf-8a24-57e756f8f018 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b01a2ec3-34cf-4a1d-bc14-16b0cc4bd719 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Vulnerability Detection with Code Language Models: How Far Are We?
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a5b5d0e-3a4f-443d-84f3-9f109aeb4804 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a10a7594-4869-409d-8a0f-142eddbddd50 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3a00c36-65fe-480e-8ae0-5f157176a1fc · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c5db352-c8e0-4591-b09f-3ae8bbcad0ca · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0d84b6e4-950e-4e05-bf92-d286e134ea2a · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ba1abe4c-fce2-4d32-b2f0-8c8c5fabea24 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 18420dc2-a1a4-4f19-b43f-2e6738580ed4 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f00cd93-fb78-4826-9b43-113a2e32f8f9 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8cdc48ea-dbe5-4642-8447-3d4be41d87d3 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c6bc5fa4-31a2-4eb3-a047-19dcbfa5e9dc · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation aad32842-ca85-4591-991f-e5abf8f4bf39 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c275e20-08fc-48e2-b379-6ddb7ec29737 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f8c679e-df43-453c-a0fa-376672360e35 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2d36e4ec-0a95-4f61-8732-99bbb2c3b0c2 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57352b80-362a-4ac3-8be9-aaef5ff1a5bf · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f88db8a-12b1-4558-9f7a-4173c16fb05d · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25ab48e1-b169-4ecf-a922-f7d508dc6dd9 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model VulDeePecker: A Deep Learning-Based System for Vulnerability Detection
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4201cd98-f978-413e-bf54-fea65837e22c · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Towards Explainable Vulnerability Detection with Large Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2302a4c-0ce9-4af7-8183-4c2d0f00cd73 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 557a3143-3fa2-4a7d-855b-94151accc4a6 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3215ac95-baad-41c0-b25c-7cb1fe2d179a · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ecd27810-2742-4be5-930a-8bd49ddafa44 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1df6718-c5d2-4dcd-a3fc-cf6ddf5adb37 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50bd11c7-588e-424d-99ff-a4a16d534d3f · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 26e7e729-6fb5-4c00-b959-2328e71b749f · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fc62acee-5b20-4980-9d0f-263b89423648 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21ae7ac3-f4bc-4de5-9ccc-077e34d53322 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f83cc42f-582e-4cf7-a702-a95b43b33a00 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b7e65df-5cea-4d63-9628-d630acf4fcac · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Barr, and Wei Le
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cafae9c9-14b8-40ab-9e8f-7610a223f44d · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model To Err is Machine: Vulnerability Detection Challenges LLM Reasoning
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c69c80e-af0f-4f19-b05e-2014c1f59751 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 20333ae2-f35e-4799-8884-58d4ee1ca2d5 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model How Does In-Context Learning Help Prompt Tuning?
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d6c6db7-bef0-47f6-9f87-e08253539812 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d00d0fc8-f785-4ff4-b08d-c0a9e1ccea71 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f6a32f67-9bb9-4e2e-ad45-6f266050dbab · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model LLaMA: Open and Efficient Foundation Language Models
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11a39e35-7d8e-4bd7-8e41-a3c28941ccf1 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f2c3674-21e8-4e97-b4a9-56caf7372371 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d1d47dc-410c-4301-877c-339a601c0eb1 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c574b23b-476d-4367-a423-08e85d75c162 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5a91c255-7138-4dcc-94a5-31196c154598 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 696ea3e7-4cf4-4bcb-8dd7-f3df7f170c88 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3e5054be-d696-40f8-a58c-db740157cf30 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation faf5b7fb-32aa-41ba-8df3-34d17f149f95 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1acea9fb-d83e-47d5-b263-4e88b1befcfa · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c4e7fd97-7563-447c-9712-103fa76a752c · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c149e6a6-dd4a-4bfe-854a-d8d59eac129e · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 37a1fa61-0ab3-440d-af7d-2ff4f507ab13 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4860dfb5-70c3-42ca-8709-ec247b374937 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f81fcc7b-6b81-418f-b199-0abbc68893bd · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Comparison of Static Application Security Testing Tools and Large Language Models for Repo-level Vulnerability Detection
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd7af385-bb43-44b7-87c1-f200d6e452ce · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4aff0e84-35f3-418d-b7c8-bdc302f57e8d · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8669e6ea-37ec-42cd-8b35-357f3bad463d · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb824acd-b324-40ee-b04a-0dea244cb24c · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 34448a3c-3dc9-4eab-87e5-9af5e08b4eb1 · outbound
Context-Enhanced Vulnerability Detection Based on Large Language Model To Err is Machine: Vulnerability Detection Challenges LLM Reasoning
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f9e1e36-f467-4119-8d4a-60a05fa84080 · inbound
A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards Context-Enhanced Vulnerability Detection Based on Large Language Model
Reference 163
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 98ca78d4-0008-47b6-b907-39649961d65d · inbound
DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection Context-Enhanced Vulnerability Detection Based on Large Language Model
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.