Paper Citation Record · LEDGER

Robust Context-Aware Detection of Malicious Instructions in Text

As of 9 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.05430.

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

pith.paper-citation-record.v1
2608.05430 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:19:01.993333Z

measured 49 of 49 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

49 of 49 outbound references displayed

verified exact1
verified fuzzy4
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 00b45416-3be4-42ac-a9a6-334b88df35b8 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.978132Z

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.

Observation 5a3c36ee-9235-4b33-b596-22f90349d76d · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.963903Z

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.

Observation cceb3e4a-e04f-4c48-9184-72671f8595a9 · outbound

This paper cites Detecting Language Model Attacks with Perplexity.

Robust Context-Aware Detection of Malicious Instructions in Text Detecting Language Model Attacks with Perplexity

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.780365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1db4460f-7d61-44af-9b99-2c7c77c3b8d1 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.949084Z

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.

Observation fbeb19d2-509b-40a2-adfe-362820628e56 · outbound

This paper cites Defeating Prompt Injections by Design.

Robust Context-Aware Detection of Malicious Instructions in Text Defeating Prompt Injections by Design

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.790313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fbf970f-6d84-4d9c-9926-2e90b518577d · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.934632Z

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.

Observation edfa7a69-04c0-4f06-88f3-7be71cf7b4f5 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.800720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80a44018-b10c-45e6-ae54-ae6b9c9db867 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.920224Z

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.

Observation affce934-e3ea-4d3d-9802-3f070f02fa1e · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Robust Context-Aware Detection of Malicious Instructions in Text Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.809538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf0f1d6d-e77d-4b1c-a1c7-57c21ca02740 · outbound

This paper cites J.; Shlens, J.; and Szegedy, C.

Robust Context-Aware Detection of Malicious Instructions in Text J.; Shlens, J.; and Szegedy, C

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:19:02.906142Z

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.

Observation 8bb57aad-e48b-4aa7-b977-220e5adb6004 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.891309Z

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.

Observation 5177ebbf-e8c7-4ef7-84b4-1ed91dbe12c3 · outbound

This paper cites Defending Against Indirect Prompt Injection Attacks With Spotlighting.

Robust Context-Aware Detection of Malicious Instructions in Text Defending Against Indirect Prompt Injection Attacks With Spotlighting

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.823667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdaa89bd-2b9c-4ff3-a50c-39c6a14e9f57 · outbound

This paper cites Attention Tracker: Detecting Prompt Injection Attacks in LLMs.

Robust Context-Aware Detection of Malicious Instructions in Text Attention Tracker: Detecting Prompt Injection Attacks in LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.828427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8ebdeec-e522-4d24-b676-72801e4629ac · outbound

This paper cites Baseline Defenses for Adversarial Attacks Against Aligned Language Models.

Robust Context-Aware Detection of Malicious Instructions in Text Baseline Defenses for Adversarial Attacks Against Aligned Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.833098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ad9e308-af3d-40fd-8bfb-05b15fbddcb9 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.874878Z

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.

Observation 1ebd43b4-692b-4701-8053-874de660a025 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.859964Z

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.

Observation be5150a3-d6a5-478a-80b6-34db6790a4ca · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.844613Z

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.

Observation b02a2063-c1dd-45f9-adf3-1f3ee6d0391f · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.830027Z

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.

Observation 8a96be63-d1b0-4ee9-b1a7-fd1a6194d483 · outbound

This paper cites AgentDyn: Are Your Agent Security Defenses Deployable in Real-World Dynamic Environments?.

Robust Context-Aware Detection of Malicious Instructions in Text AgentDyn: Are Your Agent Security Defenses Deployable in Real-World Dynamic Environments?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.855991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68e00c90-cd07-4567-a3dc-f7ffb980e559 · outbound

This paper cites Automatic and Universal Prompt Injection Attacks against Large Language Models.

Robust Context-Aware Detection of Malicious Instructions in Text Automatic and Universal Prompt Injection Attacks against Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.860743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dbffed8-05d2-4924-ac4f-8d53abbbd681 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.815171Z

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.

Observation c663d612-7baa-440f-96de-f5d27e02fb17 · outbound

This paper cites AutoDojo: Adaptive Black-Box Attacks Reveal the Limits of IPI Defenses and Task-Specification Effects in LLM Agents.

Robust Context-Aware Detection of Malicious Instructions in Text AutoDojo: Adaptive Black-Box Attacks Reveal the Limits of IPI Defenses and Task-Specification Effects in LLM Agents

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:19:02.382573Z

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.

Observation 3f3010a5-d25a-48ed-b0a5-ab70bd2c4000 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.874341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ce246c-56d4-4e7b-9861-a5f16d123e76 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.790882Z

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.

Observation cd6539a2-c066-4c9b-9964-be6bc39d4e80 · outbound

This paper cites M.; and Goodfellow, I.

Robust Context-Aware Detection of Malicious Instructions in Text M.; and Goodfellow, I

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:19:02.776580Z

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.

Observation 6b94d4bd-a57c-4a41-89d5-849e6c6a359d · outbound

This paper cites The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against Llm Jailbreaks and Prompt Injections.

Robust Context-Aware Detection of Malicious Instructions in Text The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against Llm Jailbreaks and Prompt Injections

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.887835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdf9ae2f-6256-4dbe-a219-fd5c8829f348 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.761105Z

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.

Observation fe333dba-377c-4cb0-862a-e3c833ec5ede · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.747298Z

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.

Observation 14d30dc6-4d25-44cf-ae78-24543efe326a · outbound

This paper cites Progent: Securing AI Agents with Privilege Control.

Robust Context-Aware Detection of Malicious Instructions in Text Progent: Securing AI Agents with Privilege Control

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.901166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8c83a41-010b-49ae-b824-b2922b921efd · outbound

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

Robust Context-Aware Detection of Malicious Instructions in Text jina-embeddings-v3: Multilingual Embeddings With Task LoRA

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.906091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65823a14-5690-4ec0-b00a-5f3a2b37fb0d · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.732920Z

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.

Observation 4eea3dda-5479-41f6-a3e7-560aaf95b775 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.719416Z

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.

Observation 10566495-4a8b-45f4-9ae0-53efb7cc3616 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.704750Z

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.

Observation 97c01cf0-b292-44a3-8164-7a1a28c1796a · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.924408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7da20fe5-fb7d-4a2a-9d55-a2aa931e0f6f · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.928777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e48cc7fc-9ed8-45f8-b04d-933e3849b960 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.689545Z

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.

Observation 06681960-8f85-4cc4-aae0-24e1cfcef12a · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.674993Z

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.

Observation 800d17ce-a4ae-4001-9acb-dd365d732cda · outbound

This paper cites System-Level Defense against Indirect Prompt Injection Attacks: An Information Flow Control Perspective.

Robust Context-Aware Detection of Malicious Instructions in Text System-Level Defense against Indirect Prompt Injection Attacks: An Information Flow Control Perspective

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.941819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1185f445-b692-450f-8d58-28052d4fa52a · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.660546Z

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.

Observation 8aa0289c-c8a7-4b0f-846c-9dc0e005b665 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.644950Z

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.

Observation 68f16609-0c3c-4cc7-bd5b-274a7318ae4c · outbound

This paper cites Qwen3 Technical Report.

Robust Context-Aware Detection of Malicious Instructions in Text Qwen3 Technical Report

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.955751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bc4f208-44ae-4ffd-991b-98915cc36574 · outbound

This paper cites Benchmarking and Defending Against Indirect Prompt Injection Attacks on Large Language Models.

Robust Context-Aware Detection of Malicious Instructions in Text Benchmarking and Defending Against Indirect Prompt Injection Attacks on Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.961178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2ba51b3-284a-4523-baaf-e6418f5b5562 · outbound

This paper cites S.; and Kang, D.

Robust Context-Aware Detection of Malicious Instructions in Text S.; and Kang, D

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:19:02.628997Z

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.

Observation 5531010b-58b9-4256-b556-57cfd6d5c81e · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.613835Z

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.

Observation d9b07ef2-c7d2-4ab8-8e65-54e485bba285 · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.598797Z

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.

Observation 98136e34-56d3-4adb-8f0e-aa5742b7066b · outbound

This paper cites P.; El Ghaoui, L.; and Jordan, M.

Robust Context-Aware Detection of Malicious Instructions in Text P.; El Ghaoui, L.; and Jordan, M

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:19:02.583424Z

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.

Observation 18f10ad8-832d-4831-b0c5-6184be0fcf3f · outbound

This paper cites an unresolved cited work.

Robust Context-Aware Detection of Malicious Instructions in Text Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:19:02.567006Z

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.

Observation f4992c41-56f8-4f5f-aa4a-0a8bde72ae61 · outbound

This paper cites MELON: Provable Defense Against Indirect Prompt Injection Attacks in AI Agents.

Robust Context-Aware Detection of Malicious Instructions in Text MELON: Provable Defense Against Indirect Prompt Injection Attacks in AI Agents

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.988614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 422f9bf1-f6f8-475f-bcbd-48ef3a62c19e · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Robust Context-Aware Detection of Malicious Instructions in Text Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T13:19:01.993333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.