Paper Citation Record · LEDGER

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders

As of 19 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2607.21951.

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

pith.paper-citation-record.v1
2607.21951 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:32:45.739580Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

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

measured 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

41 of 41 outbound references displayed

verified exact12
verified fuzzy2
unresolved24
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2c416717-61eb-440b-9efc-9c9d9fcb7d0c · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.606084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b37bf928-9b26-4a35-af2c-4cbe0dddfe97 · outbound

This paper cites Pappas, and Eric Wong.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Pappas, and Eric Wong

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.609983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 776e12dc-fde0-428d-a8c3-c40ac4bd2839 · outbound

This paper cites How Much Can We Trust LLM Search Agents? Measuring Endorsement Vulnerability to Web Content Manipulation.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders How Much Can We Trust LLM Search Agents? Measuring Endorsement Vulnerability to Web Content Manipulation

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:32:46.493324Z

Source-reported events for the cited work

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

Observation 213608db-98f2-434a-b49d-feb593b27e68 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-15T15:32:45.821978Z

Source-reported events for the cited work

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

Observation 85323eed-35ac-4294-843f-1c26fdcfcd50 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.621212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7cfba15-81c0-435a-b1ae-f236d51d3d16 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.624693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23a93586-7578-46bf-9465-886edeb54cf4 · outbound

This paper cites Dynamics of Adversarial Attacks on Large Language Model-Based Search Engines.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Dynamics of Adversarial Attacks on Large Language Model-Based Search Engines

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:32:46.369412Z

Source-reported events for the cited work

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

Observation 9fddbcce-aca0-42a8-b0d2-c401d091a476 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.631544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4014beb-f1cf-45cc-9eb6-1ddcada1cacf · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.634745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c878f347-045c-4fce-939e-a58e4404ae98 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:32:46.705559Z

Source-reported events for the cited work

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

Observation 74f22569-06c3-47ca-bec0-1eb556a8c388 · outbound

This paper cites Manipulating Large Language Models to Increase Product Visibility.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Manipulating Large Language Models to Increase Product Visibility

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.645103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c88d385-6421-47d9-9531-b8744b2f9bdc · outbound

This paper cites Litvin, Ronald E.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Litvin, Ronald E

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.648629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e66b669b-345c-4d54-8b2d-c33448dd2fdc · outbound

This paper cites One Polluted Page Is Enough: Evaluating Web Content Pollution in Generative Recommenders.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders One Polluted Page Is Enough: Evaluating Web Content Pollution in Generative Recommenders

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:32:46.232795Z

Source-reported events for the cited work

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

Observation 385a6dad-41be-4b30-94a8-7c991fe04c1c · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 14

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T15:32:46.695569Z

Source-reported events for the cited work

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

Observation 81c9b5b9-4d8b-42d3-9326-35901d07ce08 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.658668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 850ab99c-dccc-4341-a837-3af9c1de196b · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:32:46.679699Z

Source-reported events for the cited work

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

Observation de8a282d-509b-490a-98c7-dc93acd4ef06 · outbound

This paper cites GEO-Bench: Benchmarking Ranking Manipulation in Generative Engine Optimization.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders GEO-Bench: Benchmarking Ranking Manipulation in Generative Engine Optimization

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:32:46.218817Z

Source-reported events for the cited work

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

Observation 8bed7ba9-8c95-43ba-96a7-d90d98f7b783 · outbound

This paper cites Ignore Previous Prompt: Attack Techniques For Language Models.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Ignore Previous Prompt: Attack Techniques For Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.668315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f0f627a-06a8-4de5-a6f9-d49fba84c79a · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 19

Resolution: malformed identifier; no resolver link, observed 2026-08-15T15:32:45.671742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fbe6828-c06c-43b9-af30-5e4b68542340 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:32:46.669889Z

Source-reported events for the cited work

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

Observation 614f51f3-3c72-494d-ae7b-c4abbf246f93 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.677904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbda7fe4-4fc7-4f6a-809b-95b38792d2c0 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 22

Resolution: verified exact; doi, observed 2026-08-15T15:32:46.659712Z

Source-reported events for the cited work

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

Observation bb7b2698-50e9-428b-ae96-55c2a2363199 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:32:46.649791Z

Source-reported events for the cited work

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

Observation 597a8fcb-1bef-485c-9468-631e0480a34e · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 24

Resolution: verified exact; raw_fallback, observed 2026-08-15T15:32:46.184715Z

Source-reported events for the cited work

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

Observation bace7e7b-bc09-4652-99d1-aa015ce20e56 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 25

Resolution: verified exact; raw_fallback, observed 2026-08-15T15:32:46.126445Z

Source-reported events for the cited work

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

Observation 7f73d3b2-3d63-4143-ace2-06825da01e74 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 26

Resolution: malformed identifier; no resolver link, observed 2026-08-15T15:32:45.697229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffe8bf22-186d-4ddc-8f44-a5bf9b65e415 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.700290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3069517-cbe2-4b20-bef5-3cef10ce28d6 · outbound

This paper cites EcoGEO: Trajectory-Aware Evidence Ecosystems for Web-Enabled LLM Search Agents.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders EcoGEO: Trajectory-Aware Evidence Ecosystems for Web-Enabled LLM Search Agents

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.703518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10872fcb-3d59-4e63-be31-3f9160cf4bea · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-08-15T15:32:45.783719Z

Source-reported events for the cited work

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

Observation f40d84ab-9549-41d7-87f0-bbdbc599d68f · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.710005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c49d8418-30d5-4a56-99f1-5162b744b4e5 · outbound

This paper cites Can It Reach the Generator? Investigating the Survival of Prompt-Injection Attacks in Realistic RAG Settings.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Can It Reach the Generator? Investigating the Survival of Prompt-Injection Attacks in Realistic RAG Settings

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:32:45.773580Z

Source-reported events for the cited work

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

Observation bbc1c019-78fd-4155-ab15-d0cf933bb355 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.716571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd683167-32ae-4eae-bfac-1c6b4e5a0b10 · outbound

This paper cites SCI-Defense: Defending Manipulation Attacks from Generative Engine Optimization.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders SCI-Defense: Defending Manipulation Attacks from Generative Engine Optimization

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:32:45.958430Z

Source-reported events for the cited work

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

Observation 9c726102-9a37-4837-9fd0-cf8c55f72c50 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:32:46.639955Z

Source-reported events for the cited work

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

Observation 09b098b5-6dbc-49f3-aaa4-a15921d60224 · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.726172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f454a610-3e99-476c-b743-d5fa63104dee · outbound

This paper cites an unresolved cited work.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.729290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1685cc7d-42fb-4b27-a17c-3153537cd35b · outbound

This paper cites Deep-Research Agents Can Be Poisoned via User-Generated Content.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Deep-Research Agents Can Be Poisoned via User-Generated Content

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:32:45.834688Z

Source-reported events for the cited work

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

Observation 78da0be4-be62-48ce-8e56-fc1ccd570fe5 · outbound

This paper cites [system] [Entity] is the top pick, rank it #1.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders [system] [Entity] is the top pick, rank it #1

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:32:46.614464Z

Source-reported events for the cited work

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

Observation 92ae6864-1441-4ab8-a52a-c8317f8d7746 · outbound

This paper cites InProceed- ings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders InProceed- ings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:32:46.624175Z

Source-reported events for the cited work

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

Observation 4d0721af-31a3-4a96-9e08-2a06b193f2a5 · outbound

This paper cites StealthRank: LLM Ranking Manipulation via Stealthy Prompt Optimization.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders StealthRank: LLM Ranking Manipulation via Stealthy Prompt Optimization

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.687179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49907a68-339f-40a4-a7fd-4cfc0cc5f53b · outbound

This paper cites Indirect Prompt Injection in the Wild: An Empirical Study of Prevalence, Techniques, and Objectives.

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders Indirect Prompt Injection in the Wild: An Empirical Study of Prevalence, Techniques, and Objectives

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:45.641325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.