Paper Citation Record · LEDGER

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems

As of 18 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 3 inbound Pith citation observations for arXiv:2505.13528.

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

pith.paper-citation-record.v1
2505.13528 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:41:38.558153Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:39:28.058584Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T18:42:29.091525Z

Reference resolution

66 of 66 outbound references displayed

verified exact2
verified fuzzy2
unresolved62
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8a579907-2629-45a4-857a-79e27eb8cf55 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.439284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a1cfc8b6-dd7d-4cc4-9f02-b6e0efdb5f42 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.425507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cbb31d85-c4ca-4b91-91bc-f20c07e90a14 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.411834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 32d7a307-8d4c-4c5a-b21d-9b9f4f782823 · outbound

This paper cites Agentic Feedback Loop Modeling Improves Recommendation and User Simulation.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Agentic Feedback Loop Modeling Improves Recommendation and User Simulation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.298804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1aaaee9-ea86-4884-b6cb-78e92e98e883 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.398474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a35105e1-2331-4f0f-b561-736e8ad5cde2 · outbound

This paper cites Adversarial Recommendation: Attack of the Learned Fake Users.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Adversarial Recommendation: Attack of the Learned Fake Users

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:41:38.730693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a2af5dae-f178-4009-bd91-4b30ee0707ac · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.383882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0642fc1e-c5c1-4706-85e0-ce5bc7e2fdeb · outbound

This paper cites Assessing the Impact of a User-Item Collaborative Attack on Class of Users.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Assessing the Impact of a User-Item Collaborative Attack on Class of Users

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:41:38.708612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f486fc61-e75e-44ca-8859-4c1331ebeacb · outbound

This paper cites Neural Network Matrix Factorization.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Neural Network Matrix Factorization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.321858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 948ce5f5-602b-412f-b580-84340a7864aa · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.369869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ef6d0bb3-a333-45a1-bdfc-35ed5792cdf4 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.356078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bdbacf20-ba55-4cf8-89f1-0c2eed7cccc2 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.334723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27ee6771-9471-4e10-a1b4-20f5d104a413 · outbound

This paper cites FedCIA: Federated Collaborative Information Aggregation for Privacy-Preserving Recommendation.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems FedCIA: Federated Collaborative Information Aggregation for Privacy-Preserving Recommendation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.338910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 927c17b5-579c-4e60-8ded-8c793624b1c2 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.343022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f1c8ae4-99df-4804-ab64-d26b48647dcd · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.324296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8c71073e-2180-4058-a9e6-7f61eff90952 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.309788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f130e5c9-202d-497d-a6dd-8698f94db4ab · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.293574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4559b6e5-bd91-44dd-a7bf-a060e0c88e45 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.278526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 32001fcd-bb5c-4e27-ab52-196ef90b33e5 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.263607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 08d3f6bd-05f7-415d-b909-73ebfb75770b · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.249839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bbc60810-759a-4978-87ca-64b17040f59f · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.235757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca8d4819-8078-4a49-aa9f-a433ec64d926 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.376045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8ea7d9e-1928-4f5b-b007-fac41e510bdf · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.199999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 40c29818-3709-4595-94ab-55cdb3e4df89 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.187287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b7744bab-1552-4039-905e-79e37a544a52 · outbound

This paper cites AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.391328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3432e44-2f75-47e0-b2aa-0f8e7ae25cf2 · outbound

This paper cites Recommendation Unlearning via Matrix Correction.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Recommendation Unlearning via Matrix Correction

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.395543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84d02dc6-3d52-4c86-8f7f-0fc50c480926 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.399411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 060b2684-1430-4578-a172-7a530aaeb5a0 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.402895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 867c1399-9df0-4146-80ac-93042e28a50d · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.406198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea418681-86cf-4073-bf33-168f1ae38f20 · outbound

This paper cites Unbiased Collaborative Filtering with Fair Sampling.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unbiased Collaborative Filtering with Fair Sampling

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.410108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e4d43b4-6e41-4bb0-abc7-cac9c08018ae · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.414274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ede5884e-9e3c-4c40-b9b1-32aed67016d1 · outbound

This paper cites Improving LLM-powered Recommendations with Personalized Information.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Improving LLM-powered Recommendations with Personalized Information

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.418155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc9c4dd1-94df-41fd-a995-409e21fabf39 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.422620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4c0ebee-081b-4550-b491-a76e9bf42964 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.129470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fdcb90d9-d961-4aa6-a64c-222d7e088614 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.115859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 01b5930b-1aec-4631-8fe2-c7a2dc5dcd55 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.102693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 87d15088-8b31-4bc9-8f92-b49df1bb7c7a · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.439977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96110faa-6871-409f-9c94-506ac4e604d4 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.081066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 15fbe7b7-47aa-485c-8ca6-17f05ad04798 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.067247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 964a535f-4ab3-4981-a8b3-6773f7abb021 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.452574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 209241f6-7c2e-4081-9e93-0323f08379f6 · outbound

This paper cites 2021.An empirical analysis of collaborative recommender systems robustness to shilling attacks.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems 2021.An empirical analysis of collaborative recommender systems robustness to shilling attacks

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:39.043878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 63036590-c70a-411b-b9aa-b0eaede38969 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.030191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 736f95ab-36b5-465f-9756-0951b47fb28e · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.466300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 132f0578-f5ae-48bf-8fd4-8125d98baa54 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:39.007962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 16e793dc-7290-4aed-bb58-f2e2cd9e2b00 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.995514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0a1250f6-06aa-4013-a0d2-988f689d6bd7 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.982623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ecf557bf-5a68-45c8-947e-830ba8d6887a · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.481577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d2488a8-2635-44e0-b3df-3ce867963971 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.485677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4de2f10-066b-4e8b-97d8-6be7f5e6fd61 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.948876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 013a22a4-63af-479a-9377-5f356eada4e8 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.934622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bc54d72a-ac3d-4c91-855c-57f15704e745 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.921590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5e9ccd44-e5d2-4a12-9057-1b8d51b1abd2 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.908462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5fdc6503-2476-4a02-9a31-f6ab0e28f0e0 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.895744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dd9841f6-695b-48ac-9d2a-51c6288201c4 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.882502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 10f73862-3ce4-41c8-8d6e-50201e8bebf6 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.520272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9648cfda-87da-4d9b-9f88-d3b06648483f · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.859517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b4df2f8c-6fc0-4e83-9e60-1f4ceb80e839 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.528848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dce849c5-53a3-48f7-8af0-5917371eec8d · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.533387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b871bf35-ec92-445a-ab9b-6f8bbdbb3a9c · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.816018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0c440c5d-63d5-4a93-9a6a-48162a0cc6c6 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.801957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aaae8e9d-2abe-45a8-98ee-787b2b16e395 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.538035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12289599-a6ea-4d8c-a82a-a5bcc38269f9 · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.774582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 925bf317-ad2a-49f3-81bb-793b52d1e53e · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.761436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e443253e-9908-4519-9581-dc36eded7ebf · outbound

This paper cites an unresolved cited work.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:38.787713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 350e2aae-95c2-4dc9-85a4-b63d745e679f · outbound

This paper cites 9459– 9474 pages.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems 9459– 9474 pages

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:39.212691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 875b19e1-4189-4eba-8106-0623d4de7a23 · outbound

This paper cites Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models.

LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:38.489471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3b420f1e-adf8-41b1-a685-c7ccfc0518e0 · inbound

Bidirectional Knowledge Distillation for Enhancing Sequential Recommendation with Large Language Models cites this paper.

Bidirectional Knowledge Distillation for Enhancing Sequential Recommendation with Large Language Models LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:28.058584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 812b2950-7139-469d-b671-19884886410c · inbound

Prompt-Unknown Promotion Attacks against LLM-based Sequential Recommender Systems cites this paper.

Prompt-Unknown Promotion Attacks against LLM-based Sequential Recommender Systems LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:31:14.233999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 65418f8b-9626-458a-84b6-0e1c7d8fc699 · inbound

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges cites this paper.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.093000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.