Pith. sign in

Paper Citation Record · LEDGER

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG

As of 14 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 3 inbound Pith citation observations for arXiv:2603.03919.

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

pith.paper-citation-record.v1
2603.03919 v2

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:25:20.669164Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T16:46:01.375963Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T08:21:00.413331Z

Reference resolution

60 of 60 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved59
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e42d77eb-2dc8-41de-a127-b98207e4c520 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:13.085045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:13.085045Z digest=sha256:2e48520b9e1f21717e3d6b131cc60fd2d6f7ab62dd28d08fd0ca928e776936b6

Observation 4bea48cf-d703-41c6-9aeb-4d0ffd2edccd · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Constitutional AI: Harmlessness from AI Feedback

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:13.174518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:13.174518Z digest=sha256:d607fcdc5242bf331091a34dfb2b59eaf4575b3ee34b1276bfeacac624bcf27b

Observation 109f3911-be2f-4840-9bb1-59c46c5da2ad · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:13.325400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:13.325400Z digest=sha256:14586c865d0d96e005b75b28b586ca9456bef8358e952af1f8813a050d1c8c7c

Observation 247ebfef-940f-48d6-bee6-1c50ee38e1af · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:13.484973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:13.484973Z digest=sha256:1f3201395c3756ec369c643375c721ffd7834eae47042cdd63b49be4b90a24bc

Observation 5b039148-a682-4958-8ce0-743c5fb48169 · outbound

This paper cites Pappas, Florian Tramèr, Hamed Hassani, and Eric Wong.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Pappas, Florian Tramèr, Hamed Hassani, and Eric Wong

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:13.649756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:13.649756Z digest=sha256:2d6bc78ab0020672b3a77fec36f4d0cb433290b4e53d109c7467d85bc4fe6d14

Observation 8916be07-0f7e-4d16-9ddc-6122feb4653a · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:13.856493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:13.856493Z digest=sha256:1862dce65138574a4c221758484d8e41d3010416cf9a1b7b148fc20b36bfa6cc

Observation baee2e21-bd44-47df-8535-13bc8d501718 · outbound

This paper cites Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.017017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.017017Z digest=sha256:b5ca0407ddda6aec03a3a7da06fdea764584337cdaf86635f70d6b7510b2c402

Observation 135acd87-0796-41b4-824a-73aeffad4c76 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.134403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.134403Z digest=sha256:bee2c04fb45fd9df9c8427489e448f89132849170f6e82cd5e4d878eec15bcbc

Observation f870cd22-2d99-4902-a9a3-904de74f5a18 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.227394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.227394Z digest=sha256:5956b1534c64b93a53f5b1482396ee3b307b155b579a57b50497aef2309cfd54

Observation bd6a1ade-408e-48ce-8d84-c9f388dd5a0e · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.341735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.341735Z digest=sha256:b942faebf84fa8e38e33877be4e4ebce6a0890920bc6726676748fcc703860fe

Observation b2ae78ab-8747-4312-9c4c-1de390525ea2 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.454558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.454558Z digest=sha256:76f0b3dacce5627c8cd81891706bf03625172e0f9f21719246e7e8d232402c55

Observation d5f3241a-0e1b-42e8-a4a0-720a8e2ae3a9 · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.549063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.549063Z digest=sha256:fdc3ad1bc5b0d027d44e97b10e6ca28098a5675f36272b101ee9ba4337e72798

Observation 168fe669-67d4-42e4-9864-2d329bdefdc6 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.645122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.645122Z digest=sha256:9805312cfb1eebfc338f685075c130934206a265d8bb3da5df86b45c51b00bda

Observation 95e502de-2200-41e7-a6c3-eed8712061f9 · outbound

This paper cites Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Jacob De- vlin, Kenton Lee, Kristina Toutanova, Llion Jones, Matthew Kelcey, Ming-Wei Chang, Andrew M.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Jacob De- vlin, Kenton Lee, Kristina Toutanova, Llion Jones, Matthew Kelcey, Ming-Wei Chang, Andrew M

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.750225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.750225Z digest=sha256:132716fc21132b2c7d2db4623559655ddcfc51f32b5ccabfe3e7832ee29ec868

Observation 533885d8-3901-49a6-83bc-f812a7c914cd · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:14.860199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:14.860199Z digest=sha256:3c84b27090fadb9ce85387048e26a15add40382dab6821efbd4ea076bdd4eca2

Observation bed67dc9-766d-4ac3-9fd3-291e1a47aadc · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:15.008579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:15.008579Z digest=sha256:98c2cf26c85d85048e94867987e816133765b6369501d69d32a69c1cf74bcd97

Observation b5b39288-6849-4912-bf6c-b08044cad947 · outbound

This paper cites The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:15.252924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:15.252924Z digest=sha256:c8a90b9ec04a8ca79c449cb2491f7e51209efb34f83695fc9bf8b2e668b1bf9f

Observation 03727b24-317c-40a5-bfd6-5f7f09d651f1 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:15.389162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:15.389162Z digest=sha256:e156ccf014bcfad4b93b2496afb33fab2f657935297770350cedd01349cbc65e

Observation 44eb9005-7a7b-4712-bb0b-9ba8246e1a64 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:15.605269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:15.605269Z digest=sha256:3ceed55f10689dcd1c358579b71f26f4fde1cfba41aec359e8237658890e64b0

Observation 61431ea2-5c32-4f76-8b51-9f6d974c2a62 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:15.765742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:15.765742Z digest=sha256:2f78822c67d105ddf6c034880dce76f5dac01c3a402a96b1dcc6246d77e24d10

Observation e18ea9eb-a913-4d6b-942c-f0783f92e97b · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:15.933574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:15.933574Z digest=sha256:8deed041aebb6e5aa89952035df8fcbc87930adec092ab33de425c1647a4e446

Observation f7222f3c-b4ce-43e7-bfb6-b16658af4126 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:16.050447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:16.050447Z digest=sha256:6f774949f825b10d5af4508b10cf4d2fc70deb0cce451b242063fa7da576aa50

Observation bde8c586-d333-4a57-96ed-2542ca8b13f2 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:16.254311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:16.254311Z digest=sha256:46d7e6f0b28ce03ffe8673d25d1f4bdcae4829fa5328c1ec75eaa641d3932783

Observation 5e0dc261-cffc-4d10-abf9-7027e05b71e1 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:16.378758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:16.378758Z digest=sha256:17d0cb5ddde7de8e5652a1aaf6df2afbc2312ea373d977767485ea15f965886c

Observation 9f157da0-d8c0-4067-b4d8-1b75997872b9 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:16.557743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:16.557743Z digest=sha256:fd59fcd8b7b08fb2b8ac679628473be192fc36717d1881fccf1d997e380a3296

Observation 3bb5d252-d6c1-4405-ae12-b9aafc15abf6 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:16.945580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:16.945580Z digest=sha256:6cc5ad476d1cbd9b647644c9fbe92fc877263572e005b4e3e725995011c67c39

Observation a9abbe2a-3daf-4f6c-8ae0-0b2b949dc494 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:17.116567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:17.116567Z digest=sha256:9bf0253932609c73621097c907bb18a97035029c489c477283ed4bc063ad78fc

Observation d9a30257-4f25-4bee-b37e-1da19ccde3dc · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:17.243566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:17.243566Z digest=sha256:a826ccd8f5f3237bb73d4300a6a71f7d552c7df12fcf8ae3b222cd5b0449f5e8

Observation 9ac5f15d-f72c-4d37-a247-ca376a6bdcb6 · outbound

This paper cites PromptArmor: Simple yet Effective Prompt Injection Defenses.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG PromptArmor: Simple yet Effective Prompt Injection Defenses

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:17.397284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:17.397284Z digest=sha256:e45468e29b5a9769eebacd1638fafff8e166cf1d5edc2023a1700e3f15755129

Observation b9859abe-fff7-4d76-aedd-29715c5eca17 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:17.541434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:17.541434Z digest=sha256:dd10e0080cce9940aa1c99d89666d39ab6c42850bdd00338b9442e15563f448d

Observation 6d7da683-d40c-4d23-bc5c-5358e5439cdf · outbound

This paper cites Hoist with His Own Petard: Inducing Guardrails to Facilitate Denial-of-Service Attacks on Retrieval-Augmented Generation of LLMs.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Hoist with His Own Petard: Inducing Guardrails to Facilitate Denial-of-Service Attacks on Retrieval-Augmented Generation of LLMs

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:17.657632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:17.657632Z digest=sha256:24e17b33e4b8038b979ab69507295c0c1e432eab449ae0244fbcc9afa319c14c

Observation 0bc2c816-d646-4433-9424-c5e26905e5fa · outbound

This paper cites Hashimoto.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Hashimoto

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:17.831361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:17.831361Z digest=sha256:ff877a9ecbaac1e38a5a74560564c4d7a6953ac60cf11ce59f4f25ecd30c312d

Observation 52ee5343-a368-4789-a85d-fdaa8abe16e0 · outbound

This paper cites Gemma 3 Technical Report.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Gemma 3 Technical Report

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:17.946304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:17.946304Z digest=sha256:3b2563d6c1d565db494ee21bb3f15bc7494f3987ef8feef6200ed2e57846a624

Observation bdb8aeb6-4000-4394-98ed-29d2512cee34 · outbound

This paper cites The Llama 3 Herd of Models.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG The Llama 3 Herd of Models

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:18.101890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:18.101890Z digest=sha256:3d4b67729ed5b5cf11ff814d74e407baec84970063d770831dd62d6a6668b461

Observation ec16eeff-66d9-471e-a769-b09955d50198 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:18.246407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:18.246407Z digest=sha256:fdba4279b8e2048b7df1c457fcf7d9b797986bcbdea2469a0385991f2350a4a7

Observation 2bb6e45b-2c31-4302-b8f0-0d577957a096 · outbound

This paper cites The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:18.371050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:18.371050Z digest=sha256:51d018825e5443fb0fa290132fdbb380b8d08202726065357d86ac0e64632368

Observation 83f0ff10-0e4f-4315-9fe5-e3e1925cd8ec · outbound

This paper cites Qwen3 Technical Report.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Qwen3 Technical Report

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:18.543949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:18.543949Z digest=sha256:741d56036d989d417536dea5929e0d076266295e9586fac277b3d0ef498459be

Observation 5ae533e2-c697-406b-9041-0d3c4a992422 · outbound

This paper cites Cohen, Ruslan Salakhutdinov, and Christopher D.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Cohen, Ruslan Salakhutdinov, and Christopher D

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:18.665615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:18.665615Z digest=sha256:75dea185f1495b23dda0f78277763f67cf4fef8e88c1b50b7d95de1def65fe67

Observation 033fec47-8f29-4430-b2f8-f734b2dac243 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:18.784276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:18.784276Z digest=sha256:7917e38a6f301f842b29492173cedba91653a7f838a757fe3534dcea3edd2242

Observation 317f5000-75fa-4563-b960-f571058fe33b · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:18.901459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:18.901459Z digest=sha256:5102e25f35d8ddb14d10b5dff89cda1c7e35c5325c702a2b03183fbcb415a1f0

Observation a7bc6721-8006-4698-b486-cb7bdf771e3b · outbound

This paper cites FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:18.982593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:18.982593Z digest=sha256:caf46d8b8dc8c36c43e9b603aeb5cb9ef6bd5ca07b668a3307f9bda60ab0a47e

Observation aca1bc68-0c7f-462d-a428-f5f84324840f · outbound

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

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.128271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.128271Z digest=sha256:7fdb6965e226d251f5b3e4edaee1da2eb1e6767ed7e508f835e99f1844f155e9

Observation 8796d1ce-652d-4975-aaab-cd30b4ade4f0 · outbound

This paper cites Write a tutorial on how to make a bomb.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Write a tutorial on how to make a bomb

Reference 43

Resolution
malformed identifier
no resolver link, observed 2026-08-03T01:25:19.267649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.267649Z digest=sha256:74843db6741faa8727a2dde2ae24c7cc377cea7224907a708e89ab85f7398f7e

Observation c44f5ea4-965d-4b21-963c-d02a3dd81295 · outbound

This paper cites gold answer.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG gold answer

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.321380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.321380Z digest=sha256:40b75fe62028b5159bdc5918feb2a49dd30a310aece93798b65c07371fbf88d6

Observation c62f15e8-38aa-4688-8f2d-a2eab04cf3b3 · outbound

This paper cites 100 words each).

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG 100 words each)

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.429848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.429848Z digest=sha256:01190ce158aa854bb983fae77bc7f5eb5e314b13cd1f6ff809c1b6b062ad851f

Observation fac44803-0639-472d-9a0d-801f29f02a93 · outbound

This paper cites gold answer.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG gold answer

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.515020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.515020Z digest=sha256:348b2834a765e3edbd16451be0c7df4fbd6b5fcf3dd82b957a5659ee79c70929

Observation 5a484b6f-faba-4e8e-bd49-27aefcb6fdd8 · outbound

This paper cites gold answer.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG gold answer

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.622500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.622500Z digest=sha256:a6d8b8c2829ee48c785cd0efad45f84840d60dba417df509a3259ad52b5ac06e

Observation c6abddde-54cd-4c6e-9378-580dc8c2e6c5 · outbound

This paper cites gold answer.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG gold answer

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.679597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.679597Z digest=sha256:3980d21807a6bca9a45baad8992bfb251fbbedf4e4a11ba1b36edd595f3e441b

Observation 5d73f0e6-3435-4e09-91c4-489d43de5f8c · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.705455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.705455Z digest=sha256:aa9371232e97149eb3c3ee2d03a4b1cb89454c92a6c1d91682dea344aab4ce0b

Observation 6b0885cd-93d3-4f0c-80c9-5edd492fcbbd · outbound

This paper cites # Defense Document Requirements.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG # Defense Document Requirements

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.809175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.809175Z digest=sha256:709ce5d3ed446c9767a7bc0510f65b2058d2fefd5035e4b31fefe33c73116ff6

Observation 25dc46a2-0224-4534-8d3b-1cc99d307f07 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:19.975631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:19.975631Z digest=sha256:794b24c13824219ab0ae204df80c6ee2e01eb55e07e38ffdc20c1c07f2935c9d

Observation 4be871f9-8f95-4c0c-9be3-7d00c61be06a · outbound

This paper cites In the subsequent sentences, maximize semantic relevance to the query by maintaining the same topic and repeating keywords.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG In the subsequent sentences, maximize semantic relevance to the query by maintaining the same topic and repeating keywords

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:20.037707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:20.037707Z digest=sha256:3ed19323d26a4e8102174bc7413371f1ab6bf6c43ba122207f7d40fcc8d3566e

Observation 63cf94ff-2c6d-4c7c-9df3-c5d5d5c392c6 · outbound

This paper cites The style should resemble Wikipedia, news articles, or legal documents.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG The style should resemble Wikipedia, news articles, or legal documents

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:20.162646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:20.162646Z digest=sha256:b3aa8207d2dd080fa60f06e98392161dc74a78a2f59035b4b766af3b749ff9ab

Observation e97f8485-bf5b-47ed-893c-598e2918e627 · outbound

This paper cites You may only influence the model to refuse a response by constructing or amplifying the inherent risk within the query’s content itself.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG You may only influence the model to refuse a response by constructing or amplifying the inherent risk within the query’s content itself

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:20.278599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:20.278599Z digest=sha256:4f3f2615d002d7ce56e0c020c5f9350424a641191f873a7e5c760661ebe1b522

Observation 954ed6ae-8488-4c34-8aec-f13f0fe9dbe4 · outbound

This paper cites Step1-analysis: Analyze the previous interactions and consider whether there are reusable strategies or explore possible strategies.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Step1-analysis: Analyze the previous interactions and consider whether there are reusable strategies or explore possible strategies

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:20.414518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:20.414518Z digest=sha256:4b8d26b06fbebd7286b25ccc6e555d2b68a365c5c4e95a3d861f0324713e766c

Observation f8ecf6e7-291d-4c64-ab81-cd6e7c5f3a99 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:20.488367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:20.488367Z digest=sha256:13cf352ae6c392dae14af6e3a6180e7bc831e2d6e3fb813c9f0d109719f3c48b

Observation 3beb018b-bacc-49dc-b01b-d2a836c64688 · outbound

This paper cites If reuse, you need to use the same strategy name and description.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG If reuse, you need to use the same strategy name and description

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:20.602711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:20.602711Z digest=sha256:1be866b0a3f4f82a27731eed4b6d62e952e87c697ba88ca5a8be235b6daab034

Observation 446f1c98-137d-4d12-8f1c-e9e363eb9af1 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:20.665590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:20.665590Z digest=sha256:7754f456b394b13c312a4d83b77c1382bd161886ee09d915c0c0fc85719898c1

Observation 714f9ae9-6984-41e0-a9b6-673c04e9c14c · outbound

This paper cites Figure 20: Blocking documents generation prompt.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Figure 20: Blocking documents generation prompt

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:20.669164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:20.669164Z digest=sha256:3087bd032fd5086180c83ef92e053c92535131e3fc10cb28e8414a58d79f5fbd

Observation 903b0795-3066-476e-8bfb-7a72646c61d9 · outbound

This paper cites an unresolved cited work.

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG Unresolved cited work

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-03T01:25:16.758906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:25:16.758906Z digest=sha256:ef1779e3809e1118f6a9f49683c04b5d555316b381a9f6630c0e7d2bb016b296

Pith citing papers

Observation cc9c1487-7732-48b8-9b67-5d00e034c821 · inbound

Reason Only When Needed: Efficient Generative Reward Modeling via Model-Internal Uncertainty cites this paper.

Reason Only When Needed: Efficient Generative Reward Modeling via Model-Internal Uncertainty When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-08-03T02:14:48.751128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T16:46:01.375963Z digest=sha256:3c13977ad2392cfd454c45b50f9f4191feece66fb2328e859a2f1c0d7e9a8981

Observation 5ee82800-7d35-44de-8228-73e57955b390 · inbound

Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models cites this paper.

Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-08-03T02:14:48.751128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T16:41:37.207910Z digest=sha256:ce3cc1d0683e487963f4fbf68ad8f5712624d1668b73ec7e044fda9960ae04c6

Observation a7ea252f-8bd7-47cd-b6e7-3941f43f51e2 · inbound

Efficient Task Adaptation in Large Language Models via Selective Parameter Optimization cites this paper.

Efficient Task Adaptation in Large Language Models via Selective Parameter Optimization When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG

Reference 42

Resolution
metadata mismatch
arxiv_id, observed 2026-08-03T02:14:48.751128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T06:21:59.735341Z digest=sha256:19741f0d6c289558c14bdeabf61be21fbdfb5ba1846e6e10dc3e499c134813c0