Paper Citation Record · LEDGER

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection

As of 19 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 1 inbound Pith citation observation for arXiv:2504.16429.

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

pith.paper-citation-record.v1
2504.16429 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:08:53.778190Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T17:39:42.764726Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

56 of 56 outbound references displayed

verified exact0
verified fuzzy1
unresolved54
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 30ab1eba-c43b-4d0d-ac5a-f336df6f3598 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:56.564765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2c085c46-6a92-43bd-a6e8-33b64aa6892c · outbound

This paper cites Program Synthesis with Large Language Models.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Program Synthesis with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.298661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edac51ec-596c-463d-9cdb-5d658ed952eb · outbound

This paper cites Purple Llama CyberSecEval: A Secure Coding Benchmark for Language Models.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Purple Llama CyberSecEval: A Secure Coding Benchmark for Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.401335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e90e85fc-5922-4181-9bb7-6f4b97d46e4f · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.406588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90d314b5-2de2-4124-bc0d-dc933dc81e8b · outbound

This paper cites Efficient Prompting Methods for Large Language Models: A Survey.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Efficient Prompting Methods for Large Language Models: A Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.411025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31b9475f-26e0-4937-9a2e-61d85e8e4684 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Evaluating Large Language Models Trained on Code

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.415867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f836fd3-a1cb-46d0-baf1-1558a287e342 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.420918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6649b877-d661-4d4a-961a-d1f7098a4e0e · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:56.475790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0595a37b-a3c9-4ef7-825d-367f70aae0ab · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:56.383465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b9750036-8905-47ab-880f-e075deeea767 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:56.302754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3c1a1d63-1703-4623-8816-4d0500b37a63 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:56.202567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f10ef576-c988-4aef-bc19-b06e56b216f9 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:56.190914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dc979fb3-3fcb-438a-9058-9f6684e089f2 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.630068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8e6f93c-60e4-40a3-943a-8ce4e7a4c02e · outbound

This paper cites Instruction Tuning for Secure Code Generation.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Instruction Tuning for Secure Code Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.653789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fed2c46-ed9d-45ff-b2c9-787830213185 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:56.130983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f0dba07e-3e53-4194-a745-35ebacdab582 · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.692568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb0f9e4b-3dae-4fd0-9f24-b0798f4762cb · outbound

This paper cites Mistral 7B.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Mistral 7B

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.771959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b952bcb-5071-4457-8d77-d4a92e1ad580 · outbound

This paper cites Scaling Laws for Neural Language Models.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Scaling Laws for Neural Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.776285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cf422fa-9995-4307-9502-f95bd367f4b7 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.957556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2f775bc2-d714-4cb7-8d31-4f9f2dd5bdee · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.844070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7abf00f8-d3af-43fe-9661-4c243b0c5380 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.761906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ddaf45ba-1eed-4dfd-b478-79d7679120e8 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.699223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8ba11df8-1b89-4d4c-90db-e3d210ea1546 · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.837768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0f443a2-1819-4a6e-a6e5-b4a8b1c2c689 · outbound

This paper cites Exploring the Security Threats of Knowledge Base Poisoning in Retrieval-Augmented Code Generation.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Exploring the Security Threats of Knowledge Base Poisoning in Retrieval-Augmented Code Generation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.885836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1aed53a-79b6-4b41-b175-5789720d5a43 · outbound

This paper cites DeepSeek-V3 Technical Report.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection DeepSeek-V3 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.922097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 102b0acb-0d94-4094-bb6e-39a615742c12 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:52.979335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c2f3d93-3939-4cf4-8258-15ea9baaf8e3 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.608241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7f4f8186-b12c-4bed-84e0-2cda38bcc6fc · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.432690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f2a304c9-9d14-4330-a0cd-fcfabfa68fb9 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.326968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9e9a5ff5-bb7d-4cbb-bfb8-0b2d9b043d4d · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.254952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e2b3e2cb-3f55-4753-bdc0-f3daf7c87054 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.120194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f29cb60a-9787-42b8-b496-d55cc90fc58f · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:55.040467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f55336fe-a504-44a8-bee5-c08434089a8d · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.259862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72e84904-a07d-460c-b97e-f17af8ee0875 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.281740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb679455-b9fd-4c93-90c1-3ac161dfc00e · outbound

This paper cites From Sparse to Soft Mixtures of Experts.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection From Sparse to Soft Mixtures of Experts

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.285817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c73f6c5-2745-483e-8764-66564040aced · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.292541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6458309e-b694-4dbb-84e6-a483a8653120 · outbound

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

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Code Llama: Open Foundation Models for Code

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.297397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation effe1875-fa29-40e1-91df-468e12e7a8a6 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:54.829909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0e9831f1-70b7-40cd-b44e-42aec75e8a39 · outbound

This paper cites jina-embeddings-v3: Multilingual Embeddings With Task LoRA.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection jina-embeddings-v3: Multilingual Embeddings With Task LoRA

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.322553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4fb62a9-4cfa-49b6-a214-58ea0fd45277 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:54.640175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 10807b15-84e4-4263-800c-72477f2ac7c6 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:54.623430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c78479e9-1597-4079-a72d-9b4174bdc19e · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.435520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04f2b63f-6d4f-406c-949d-c0590a90b482 · outbound

This paper cites CYBERSECEVAL 3: Advancing the Evaluation of Cybersecurity Risks and Capabilities in Large Language Models.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection CYBERSECEVAL 3: Advancing the Evaluation of Cybersecurity Risks and Capabilities in Large Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.451533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87065179-b78a-4e15-aa62-1afef887e1df · outbound

This paper cites Is Your AI-Generated Code Really Safe? Evaluating Large Language Models on Secure Code Generation with CodeSecEval.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Is Your AI-Generated Code Really Safe? Evaluating Large Language Models on Secure Code Generation with CodeSecEval

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.456528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb5fb351-d98d-42fb-83a7-54bbfdd3ffc9 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:54.531529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f03c1591-8dc5-4390-82c4-226bda8f5b24 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.557538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f988bd5-60a5-4020-b19e-70786d076f40 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:54.459143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bba7dd71-a5c5-4875-b900-2547801b4ea6 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.567374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 961f8a70-494b-4bfe-bf89-01684d605cac · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:54.367736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1b829a51-df25-4208-bb5d-8ba4f27fa1eb · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.618185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a81e4b4-c5a9-4614-9b33-0f0318b9bad8 · outbound

This paper cites Efficient Streaming Language Models with Attention Sinks.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Efficient Streaming Language Models with Attention Sinks

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.588302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd490a9e-1423-48d5-a5d0-ba9eace0c718 · outbound

This paper cites A Survey of Large Language Models.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection A Survey of Large Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.701844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eb578ef-6c98-4bf0-8e23-d1bd8a71b004 · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.778190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc9c7aa2-d8e6-429a-b480-ea6b431a2761 · outbound

This paper cites an unresolved cited work.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:53.623436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2d933ab-9807-424c-b8ee-8bc1a4553cbd · outbound

This paper cites In 2023 IEEE/ACM 20th International Conference on Mining Software Repositories (MSR).

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection In 2023 IEEE/ACM 20th International Conference on Mining Software Repositories (MSR)

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:54.569178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3c598cbb-952b-4a90-8b7c-c2fb276ad48b · outbound

This paper cites Rethinking CyberSecEval: An LLM-Aided Approach to Evaluation Critique.

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection Rethinking CyberSecEval: An LLM-Aided Approach to Evaluation Critique

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T11:08:54.264098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 208e4e6e-02f9-43be-bf79-37edc7088c4e · inbound

Knowdit: Agentic Smart Contract Vulnerability Detection with Auditing Knowledge Summarization cites this paper.

Knowdit: Agentic Smart Contract Vulnerability Detection with Auditing Knowledge Summarization Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T17:39:42.764726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.