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Paper Citation Record · LEDGER

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks

As of 9 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2608.05659.

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

pith.paper-citation-record.v1
2608.05659 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:42:25.507160Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

60 of 60 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved51
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8c33303f-a676-412e-9be3-8f2e477a0833 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.903713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.233525Z digest=sha256:f5bf3fa58b81e00ddefa95a4d8feab889e78c2bbd668e071e58f1b3bfe653ca7

Observation eda613f0-2ca9-4aa7-9816-b0d040d45bfd · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.871986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.243909Z digest=sha256:5016a171c66c011b9b296ded9bfbb075ce488d832110085e035940a251a1f09b

Observation 11d9290a-68a5-4cb8-97b0-5ccf33b55560 · outbound

This paper cites Pappas, and Eric Wong.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Pappas, and Eric Wong

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:42:26.855463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.248545Z digest=sha256:6d1f5ea4f7b5a723a65a2ccb346ca08fe1ecc7046bdae67c8325886861e55890

Observation 68b422d6-a03f-4972-99f8-fa59d5f1f179 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.253100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.253100Z digest=sha256:59d280e5fc191b87c987fb6bc39674a62f6a711cd4041fe0a955564d5bed4162

Observation 472aa43b-a379-4ecb-92cf-36d25a38bfa2 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 5

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T04:42:26.839287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.257739Z digest=sha256:36aa73d3ceb69de0551888a5ebf37442394b50d36c077a02591ab2191ea0969a

Observation 6ca85f33-887a-4ff8-b5ae-ddce395817f2 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.262334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.262334Z digest=sha256:20d64cdda472cb4d56d4b9ab5b84fd0b044d20e98e2fc1901e7ee2f30e8f424e

Observation 83aa1a22-035d-4e44-9ad7-f9113c6abd41 · outbound

This paper cites A Survey on Code Generation with LLM-based Agents.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks A Survey on Code Generation with LLM-based Agents

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.266669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.266669Z digest=sha256:0db37438aed0e860a91938ba7ab9e7fdd707e94c1dddd96006a72976f0bed63d

Observation dc8c2c35-9fe5-46cc-87a5-3cb236a65b5a · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.271751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.271751Z digest=sha256:684ba045629d77ae183b49cf4a1b3e116a062e56addf10a60e233885ae8601b0

Observation 16f4d143-16ab-4fb1-b715-385faf3add18 · outbound

This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.275694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.275694Z digest=sha256:ed0775029bc2afa6c3f87cd6417dbbcb57a610c150557a8ce7ca2a28563faac8

Observation fb2946c1-31f9-4324-8338-661bf1555a51 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.823365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.280764Z digest=sha256:5ad48236ba03057fc0795e367e47393dbf7c0e145c5c194767b67dd9933718b3

Observation 03c028fe-03fc-4e16-9bc2-0e5b736991cb · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.807831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.285589Z digest=sha256:96b62ee0bd01397d637edb4cbce19b9384ac14978a074fb53615eb5ea4f04477

Observation 7cc5624b-d108-40ff-b790-ed431988eb68 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.792076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.290077Z digest=sha256:20e66035cb39d3f7886479d1121a9f4cee5654df3aff367dbb6e98ccfeb4f1c0

Observation c4e6fcaa-bff7-4d75-98e4-0491f733728a · outbound

This paper cites BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.294821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.294821Z digest=sha256:8c4b7d218417ddefc808fb08a6a768aa392cfcc6ac841ad25a434d9e47b3db5e

Observation caa79a8a-b4ee-4cc7-baca-ef16b3a1946f · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.299808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.299808Z digest=sha256:d4d9e5fa0e28034854038c6984d8fe809169a5bc5a1690f091e23eb701350db4

Observation 24801a28-ad6d-4708-9295-d3d4bfb1758f · outbound

This paper cites A Survey on Large Language Models for Code Generation.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks A Survey on Large Language Models for Code Generation

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.304358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.304358Z digest=sha256:061c1cbf55c91c3f440e01d733ea665939447c7202e28bb7a880c9b5f320dacd

Observation 017ea4b8-8561-423e-a705-5d93f4b17a70 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.776270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.309724Z digest=sha256:8a50317f2f1115277217951046dc63ee1157d869deea00d5ebadee0e1ad73b5b

Observation 33e6cba6-3b64-4236-adf5-d37437da1b69 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.319157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.319157Z digest=sha256:2768274e8f6bbafa8801eea29534067af66880c95319e36142264294b066f1ac

Observation 96bef54c-5191-4ba3-83f9-2a5717d98000 · outbound

This paper cites Software Eng.50, 12 (2024), 3454–3471.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Software Eng.50, 12 (2024), 3454–3471

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:42:26.759902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.314535Z digest=sha256:b277bcd431e0a39a4d1a99e72a7b15621a1c87e43b13695e6262bab8f5945177

Observation 44723805-f06e-4a9b-ab2c-120ca3ba811a · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.728654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.328421Z digest=sha256:2cc1afd4bccb27f0d401b6ed96fc468fffe88a4e069a548d21f577792442bf67

Observation c58dea5f-f604-4dfe-8668-f71c7bd5479a · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.743822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.323665Z digest=sha256:c22153bff7a669fd44af6c566958000e1dda49171cd3f89163d404d68df39012

Observation 900b9a4c-7675-49ee-a8d2-7769ec776c13 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.337772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.337772Z digest=sha256:a83432d01d6aa7a122b0e73efd2bf1bf1aabf24308648ade680cf144789ccf2e

Observation c84f21c3-ed07-40b7-b4c2-b22a98f481e9 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.713821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.333063Z digest=sha256:d9aa35ca3c67ee8f02a1359029a9ebf30c5a6fc207f78760194011bced39aeba

Observation 5c9872ac-46bd-4d75-8c7d-50742e52a7f9 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.698698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.346907Z digest=sha256:c063cfa6f03946b114251d771c7e0a5cc2bf609b82f155fe08b6e655455185ff

Observation 8c509883-083f-4f50-a7d1-7252fa105612 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.342503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.342503Z digest=sha256:2b9a5b91ea3fd62db83a131dba23369cee1ebe39d0c3a126f47b63cbb4062a22

Observation f90a4067-b851-4a79-9ff0-014958209958 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.669534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.355707Z digest=sha256:c893c301a09efeceb1dccdc3ce10c9e04ba644e9a0781118ba343ccca6db997b

Observation 1de69a11-710b-4e92-bf76-b9a145b864e4 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.684062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.351325Z digest=sha256:5830cbaf306519583da7252caa6780680a9868da33725cc4b0f1b3fbba7b9e8b

Observation efc27764-09f5-4bc4-b922-5ea34fde2de4 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.634970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.365762Z digest=sha256:44f686a72583785213328f206b4b36b7c56a706b71593db4fdcea10c8db47f18

Observation 581d9357-ca9b-4d60-b8d9-f4f42808948c · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.651473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.360465Z digest=sha256:aa0c079a36c196a14f3da34514a118d66a4e9a370eaf077225a3332192d89a06

Observation 4d4818b6-a20e-455e-93fb-4d4091dd6871 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.604253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.374939Z digest=sha256:b50c79e0e4e2d6038b950b9e8532402af691af0a332f921db338b81217be8194

Observation fc0a05ec-9f7a-4e01-90a5-4e5227538fe8 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.619327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.370428Z digest=sha256:78b977eb25fd9befb6fda95fb59607bdb1f2b3bb55bc02f64b04ef3795088235

Observation ad0710b5-14b8-44dd-ad7b-23ae640d484c · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.571157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.384024Z digest=sha256:5cec0dac1775d54ff28ffdd13ed2ef633a992c95494e9a98dcf2683c04237df7

Observation 62b67e9d-9edb-45f2-9727-a4e309e8119c · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.588687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.379532Z digest=sha256:a310e2bb33013565ef100fbb98614361eade9e432d1289fab6c89c3416328a63

Observation 19a3e438-bd11-409a-b447-c98176970da0 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.539786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.393474Z digest=sha256:644c691a096da67e2549b48019c4038c5aa9846dd04abe415846ff54e3e230b9

Observation 6f5c1e5b-b78e-4ae6-88da-668d52fe5f41 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.555923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.388444Z digest=sha256:c17190590eb52649a3c1e6a5b6a95a87e2a32759370f34a3d30fa46c5759e1b2

Observation a5ec62c1-1bc4-4329-a458-a70c103254ca · outbound

This paper cites CWEval: Outcome-driven Evaluation on Functionality and Security of LLM Code Generation.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks CWEval: Outcome-driven Evaluation on Functionality and Security of LLM Code Generation

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.403302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.403302Z digest=sha256:3d8daaac4ba47557dd56abd7d3cf7e09b56079f1304c07dc921563c395094497

Observation f511a09d-369e-45e2-8cb1-f8ed10adbc0d · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.523987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.398604Z digest=sha256:8172bd0d8b28142d72a5162de696d04fad3f5dd45a4f3266fd214ccdde5847a2

Observation 99e75801-d818-4911-9a83-14dd2630c716 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.412308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.412308Z digest=sha256:f23c3d6c04c4e3487748ed42beac47c8b8889b664441a880d7df4ce5a23c1f7d

Observation 0b3f7368-eee8-4fa1-b4d6-a742faba08b3 · outbound

This paper cites Francis Song, Trevor Cai, Roman Ring, John Aslanides, Amelia Glaese, Nat McAleese, and Geoffrey Irving.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Francis Song, Trevor Cai, Roman Ring, John Aslanides, Amelia Glaese, Nat McAleese, and Geoffrey Irving

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:42:26.508818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.407914Z digest=sha256:a8532e5062120bca46deb00ac09ea9315cca050e98f40223a33291eba1827b0c

Observation 26b9c1a8-2eea-4ae7-866d-2eed4247b234 · outbound

This paper cites Markosyan, Manish Bhatt, Yuning Mao, Minqi Jiang, Jack Parker-Holder, Jakob N.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Markosyan, Manish Bhatt, Yuning Mao, Minqi Jiang, Jack Parker-Holder, Jakob N

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:42:26.453584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.425139Z digest=sha256:d8498568146b4fd39979bb250305859fcc156088b202f73ba69be4e6c67cedb8

Observation 878d69a3-92f8-4581-84da-e062a2e2a513 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.438979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.429367Z digest=sha256:622ecfd4b8fb4dc6b568818c22f380e321ff7c8ae1ff352f4992569dd55fb776

Observation 3ed8b2f6-78a0-4647-9284-42b958527f9a · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.468053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.420856Z digest=sha256:3ae5e73c762880e185ebefbe2a102564ac9a2ef61d2e329f236020ee7dad7939

Observation 2fb74953-88b3-4f45-b67d-d33ef0a04a05 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.409364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.437869Z digest=sha256:71fbd721fabe689b02273f392c8909106bd5b1635f9b7ad51e97acbb4b10b1f0

Observation 558d851a-4926-4121-af52-96e2ab432793 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.394317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.442012Z digest=sha256:0c65be1d6edfc2616a2a2bfa523ffd7023e23b61128b9fade646a72c3208d0ee

Observation 2f9bacc7-f0ad-44f9-a9ea-6af481288f15 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.424473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.433782Z digest=sha256:4213b055192fb661041be470c9f5dc82c1480c083613ca7a5dc5aa37f70036f2

Observation 6729b6ab-3109-4841-a640-a17f0c8db10b · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.364096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.450628Z digest=sha256:59e97f93dc977b4a85d2e28462e3851f928714280569bad7da449cf034da31a4

Observation bf935f0b-aa9e-4287-9eb9-0836a3d79468 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.348889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.455341Z digest=sha256:35b823bc03f1731cce8a29b280970a14ebd00a56c430ddd2a7ab54e68a029319

Observation 773ffb62-19f2-4f8e-91cd-290658b6f4b8 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.378873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.446039Z digest=sha256:51023107657161e523afd72fa74785458625dee79c08d171591bba5579199ae9

Observation cb8530e2-f483-42a3-a69f-ff1c997b72c7 · outbound

This paper cites Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:42:26.316728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.464762Z digest=sha256:404d3c7e1fc50012377f216ca6da82cf7d9de40df909e09fa796a169774a1f9d

Observation 0b3fa54a-260a-4238-845c-ac97f78139c9 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.300558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.469718Z digest=sha256:bc2e67e7830ff51a618150ce57de95e8440e4ad1dc1270f871bcecf2db7f67bc

Observation 76d62cf1-18cc-4a6b-a318-0733714a7879 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.332078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.459806Z digest=sha256:d8d7759c8fcbe76052fb773d73323e1944c85fb8dce2b39fc0d3653ae3179d9c

Observation 35b9f8ec-d36f-4ec5-a901-112cde578e0d · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.285159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.479081Z digest=sha256:30f9d8bae752f3ee27702d120774946d064d52ad57698f4d0a1c701053876434

Observation 24645499-99eb-432f-855b-44210c4c6912 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.269184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.483606Z digest=sha256:0d262e24e6e9a357b7b65422cdcfcaf2e7c9a4df1f20f4c86f535f153ddbdddc

Observation 1d22b320-164c-4ac4-9ff1-dfa68d8776a3 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.474502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.474502Z digest=sha256:259063880fadab83ea50bd9e73d6da5d9cc34b7a3a1031e936993cbf8ff99c53

Observation 2bf93d99-07cd-4cd9-8886-4feb204f7318 · outbound

This paper cites GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.492821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.492821Z digest=sha256:dccbb468d8bc150df0a83e17c6b417a042ad0e33583eca2d932a97a406308d12

Observation d459e4f1-1586-48a3-9165-46204f4c6b85 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 55

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T04:42:26.243494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.497648Z digest=sha256:f7dc22f06c1fe5467db23f8b5b06b560b204985f432fb626649588d43cbfda3b

Observation 6e2cc564-6cae-4b36-b6be-2aff86ec85b2 · outbound

This paper cites Zhang, Hong Jin Kang, Jieke Shi, Junda He, and David Lo.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Zhang, Hong Jin Kang, Jieke Shi, Junda He, and David Lo

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.488162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.488162Z digest=sha256:d66ee216fe2d21f73084c21b40ba4ad03b654ffc53b6a193640d48a6ea469538

Observation 664d397e-7857-446f-b6bd-d7639e6f8a63 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-08T04:42:25.507160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:42:25.507160Z digest=sha256:cf6802a706272b457724adec97e53d35b195dff3f77dd2f44ddb3576c1fd38cf

Observation d065cbd1-eb67-4caf-aa42-468c8a8a46a7 · outbound

This paper cites an unresolved cited work.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:42:26.226892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.502384Z digest=sha256:12a7c945b479c54cd83d51cd19b0e381275efa3d72c937886ac7fe78677dd01f

Observation cbd97ce1-6909-4016-9d23-9d63aae31347 · outbound

This paper cites InProceedings of the 2021 Conference on Empirical Methods in Natural Language Processing.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks InProceedings of the 2021 Conference on Empirical Methods in Natural Language Processing

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:42:26.483613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.416731Z digest=sha256:4e18e92f0801173bace337e99019aad9d11d31a0cabad681f4fdaa566f7453b7

Observation 57ec568e-4ff1-4d61-806b-5467b7b1f29c · outbound

This paper cites InIEEE Sym- posium on Security and Privacy.

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks InIEEE Sym- posium on Security and Privacy

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:42:26.887915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:42:25.239401Z digest=sha256:10532d03b36cfdf7b3c8138acfff0bae0f1903ba3bde03a1bd8bc94deee7b4c8

Pith citing papers

No inbound Pith citation observations are available.