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Paper Citation Record · LEDGER

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills

As of 6 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2605.29354.

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

pith.paper-citation-record.v1
2605.29354 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T06:58:47.841334Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

28 of 28 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved28
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  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3970e82a-bfc5-48e7-8f40-3330055ef1f7 · outbound

This paper cites SoK: Attack and defense landscape of agentic AI systems.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills SoK: Attack and defense landscape of agentic AI systems

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:56cde991eafe8750a3509561b8da4dbe65213a3fea1707b2ec76a71eb4fd19be

Observation 5980a3a0-376e-4f5a-83fe-99a99792290d · outbound

This paper cites Research directions in software supply chain security.ACM Transactions on Software Engineering and Methodology, 34(5), 2025.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Research directions in software supply chain security.ACM Transactions on Software Engineering and Methodology, 34(5), 2025

Reference 2

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:1f8c5d34674a89e1bbd5dc04501554f66ba4512eced8b4c352878b6b263d4d75

Observation a6f70e84-9d2f-4d38-a689-b6ec2917c0b9 · outbound

This paper cites We have a package for you! a comprehensive analysis of package hallucinations by code generating LLMs.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills We have a package for you! a comprehensive analysis of package hallucinations by code generating LLMs

Reference 3

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:599eb5b2dfc55e3bc11fd194674af3bd11c709aa7ff8c5af4928846eab890be3

Observation cc2de86d-ea46-4526-a380-53c46467c932 · outbound

This paper cites Importing phantoms: Measuring LLM package hallucination vulnerabilities, 2025.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Importing phantoms: Measuring LLM package hallucination vulnerabilities, 2025

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:6a7badcefa555f651450266d364421d7a277ff0c68e6fe41d0cb1fe8b08ea30b

Observation c20f0379-29eb-4c6d-9e8d-00b95fe02fc9 · outbound

This paper cites HFUZZER: Testing large language models for package hallucinations via phrase-based fuzzing, 2025.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills HFUZZER: Testing large language models for package hallucinations via phrase-based fuzzing, 2025

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:ff3b8621bcd300ccd4ef1b786a400b91a6880044e216ab56ab3d5a9f7cf98342

Observation 8e5009bb-2fce-461a-8fa4-500277c28806 · outbound

This paper cites Trust me, import this: Dependency steering attacks via malicious agent skills, 2026.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Trust me, import this: Dependency steering attacks via malicious agent skills, 2026

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:71a37ea6d3e882a6129c64174998559135c8d614616a5769aaa3b22f54dfd7d1

Observation 0830f234-8d18-4501-a955-9f249ddc7702 · outbound

This paper cites LLM lies: Hallucinations are not bugs, but features as adversarial examples, 2023.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills LLM lies: Hallucinations are not bugs, but features as adversarial examples, 2023

Reference 7

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:4b0f81baffb06361dfbdd42748f6b974b19d59f98388dc0018feace64e0a45a9

Observation 21e98668-78a8-4b49-abf7-870bc5c1fe79 · outbound

This paper cites HalluShift: Measuring distribution shifts towards hallucination detection in LLMs, 2025.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills HalluShift: Measuring distribution shifts towards hallucination detection in LLMs, 2025

Reference 8

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:6af9160290293ee26d519d6f289c4753651774291cbb53265ed715be3c9921dd

Observation b5ba9862-b529-47d7-b441-bbbe3cbbafff · outbound

This paper cites Trojan activation attack: Red-teaming large language models using activation steering for safety-alignment.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Trojan activation attack: Red-teaming large language models using activation steering for safety-alignment

Reference 9

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:67800ed538a6132fdd6dc590c99d07aaf0d5fe42147d59eed1aaadff2a5b5535

Observation 162ce65e-732d-44c7-b284-42bc6149c825 · outbound

This paper cites Steering language models before they speak: Logit-level interventions, 2026.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Steering language models before they speak: Logit-level interventions, 2026

Reference 10

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:265b638dcadc25c5aef683c4046f00264c8f3fa497c75baeaa168511da4ee947

Observation 850a44d3-b867-40c7-995d-4cf12836798b · outbound

This paper cites RoleBreak: Character hallucination as a jailbreak attack in role-playing systems.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills RoleBreak: Character hallucination as a jailbreak attack in role-playing systems

Reference 11

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:fd503b8c4d9a10b9ab71751bf9998c0d2dc777c1b8f44df6f4e7f8e37e3d38a2

Observation d4849416-32ae-47e1-aa57-aec01c31fc23 · outbound

This paper cites Slopsquatting: Ai-generated code and supply chain risk, 2025.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Slopsquatting: Ai-generated code and supply chain risk, 2025

Reference 12

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:bfde531e439d95320f0d5460a4d00fad690a3bf559c02954965061baa4969c05

Observation 859f9567-0077-4314-8cc7-f139e64cd976 · outbound

This paper cites Slopsquatting: When ai agents hallucinate malicious packages, 2025.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Slopsquatting: When ai agents hallucinate malicious packages, 2025

Reference 13

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:363c84dd16a0c1fb7183bb6dc62943bc8722cdcf9e246bb079e17238d59a65d3

Observation ec441840-22eb-4536-b74d-b12b81018550 · outbound

This paper cites Qwen2.5- coder technical report, 2024.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Qwen2.5- coder technical report, 2024

Reference 14

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:5a927c2e5ba3f0db1ddcdcbebe596d1bfb2e6ccce95cc265896057a6c04a331a

Observation 6dffb0dc-a783-4bcf-a9e1-66178990bd2e · outbound

This paper cites an unresolved cited work.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Unresolved cited work

Reference 15

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:d8a12b25209f44dabe906cb35b411362e65ffe2bd41631b111a8dcfe3dd40fe3

Observation 7e2206a4-fb6b-459b-9342-5f4a03efbbcc · outbound

This paper cites an unresolved cited work.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Unresolved cited work

Reference 16

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:fef11b60950eb9a586d230cb67b7d119978e479f6979492296ad7ffeec230e2b

Observation a161dfe2-a92a-4388-9ea2-42bac7d82482 · outbound

This paper cites an unresolved cited work.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Unresolved cited work

Reference 17

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:bd76191cd013aca84013c1e975dd0649eeb45a9914a9356c41a02d4985bc8883

Observation 41d0b6df-0778-4974-b90e-0976b8a669ac · outbound

This paper cites an unresolved cited work.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Unresolved cited work

Reference 18

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:22d38e342bb68242773ff8afa10e5ea793612e83da610c5e770fe2f7c6165b81

Observation e4c4c177-2fee-40db-b92d-9d3c937ca92b · outbound

This paper cites The illusionist’s prompt: Exposing the factual vulnerabilities of large language models with linguistic nuances, 2025.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills The illusionist’s prompt: Exposing the factual vulnerabilities of large language models with linguistic nuances, 2025

Reference 19

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:7e24b6e9a5ba2e56bbef2e8a90281765c29d6e11de3ed2b123ad66120d8cf900

Observation 706288df-bab3-4013-877d-a84e6fceb62f · outbound

This paper cites A survey on large language model hallucination via a creativity perspective, 2024.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills A survey on large language model hallucination via a creativity perspective, 2024

Reference 20

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:c16161f5b96adc5e9c8eb933504969485cf4cd35839701fee782e348d9239a31

Observation b339df9c-03bd-433d-93d6-1aa08260915d · outbound

This paper cites The illusion of progress: Re-evaluating hallucination detection in LLMs.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills The illusion of progress: Re-evaluating hallucination detection in LLMs

Reference 21

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:e25c24c0a80b15cbdbbbc7278bf7b0e4561ca407b689526df266654c311eee36

Observation bc832a59-3525-4e99-a30e-5e948088bf86 · outbound

This paper cites hallucination.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills hallucination

Reference 22

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:847f78c3691d706d2a3a585a5c586961055197d8c027b06582e7527d937e9408

Observation 90bad096-5319-4a01-8be6-a6abb70079db · outbound

This paper cites an unresolved cited work.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Unresolved cited work

Reference 23

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:74820479e25d1b340b1384631c78e733e2f0639bf026555e0c150071d5e17d83

Observation 4541e899-6d3c-469c-b9ee-7cf557d1db17 · outbound

This paper cites an unresolved cited work.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Unresolved cited work

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:7bbce69734f98b7ad22937213a91a221fb0917d8bdcec9ebfdfe2e859326f235

Observation f330ad08-8634-45c1-b1f0-61d51fe9ea31 · outbound

This paper cites an unresolved cited work.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Unresolved cited work

Reference 25

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:7e8848a2b1f1f2096d48863b399ebee19f6b7516f3b9492df2b28814df35bd1d

Observation 31272aa7-0cc7-415f-a25d-f952b27810a2 · outbound

This paper cites 39 UNDERREVIEW- MAY29, 2026.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills 39 UNDERREVIEW- MAY29, 2026

Reference 26

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source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:0cc95e82e3c6d568f17d96b70edd89945d081797b6a05391ab4dce2d574bad7f

Observation 6d13e84f-3a3e-42de-a7fa-a0486c03c890 · outbound

This paper cites an unresolved cited work.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Unresolved cited work

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:b605e2f7e05c558f68ea6b82ce339b171b14297dc56dd4cc6da24612b89a229a

Observation dec50998-857f-42f3-a334-6601c5eb5f2d · outbound

This paper cites Operation failed: {e}.

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills Operation failed: {e}

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T06:58:47.841334Z digest=sha256:bc59198af441f1686279235e5aa87028b8299f65ff27bc0fed4326b98f642a45

Pith citing papers

No inbound Pith citation observations are available.