Paper Citation Record · LEDGER

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems

As of 8 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2602.06409.

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

pith.paper-citation-record.v1
2602.06409 v2

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T04:00:17.005598Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

13 of 13 outbound references displayed

verified exact0
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d13342bb-0cb6-49d3-9e0a-caa95158c9b6 · outbound

This paper cites GPT-4 Technical Report.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:15.814042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2342e517-68ef-4558-ab92-47cb09f7a365 · outbound

This paper cites HistLLM: A Unified Framework for LLM-Based Multimodal Recommendation with User History Encoding and Compression.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems HistLLM: A Unified Framework for LLM-Based Multimodal Recommendation with User History Encoding and Compression

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:17.005598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1e4b38c-d103-4a3b-8ce4-24da3e4f242f · outbound

This paper cites Poisoned-MRAG: Knowledge Poisoning Attacks to Multimodal Retrieval Augmented Generation.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Poisoned-MRAG: Knowledge Poisoning Attacks to Multimodal Retrieval Augmented Generation

Reference 2003

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.323929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da1166c9-ff1b-4844-8e5b-017e94d41552 · outbound

This paper cites D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:15.865675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 966a619e-49cf-4ffa-bad1-bce620f85ab2 · outbound

This paper cites Exploring Backdoor Attack and Defense for LLM-empowered Recommendations.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Exploring Backdoor Attack and Defense for LLM-empowered Recommendations

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.616984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95c717f3-7e12-4d62-9c81-2168a1616fb4 · outbound

This paper cites Not one less: Exploring interplay between user profiles and items in untargeted attacks against federated recommendation.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Not one less: Exploring interplay between user profiles and items in untargeted attacks against federated recommendation

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.094589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64b0dc52-7a02-4887-80e8-bf8943ffa8d6 · outbound

This paper cites Bert-attack: Adversarial attack against bert using bert.Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing,.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Bert-attack: Adversarial attack against bert using bert.Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing,

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.249048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7bd629e-f1b4-4a07-8e15-120e93744eb1 · outbound

This paper cites Vip5: Towards multimodal foundation models for recommenda- tion.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Vip5: Towards multimodal foundation models for recommenda- tion

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.025474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a847a5e-b5f2-4092-a641-43206b7049ed · outbound

This paper cites Poisoning and Backdooring Contrastive Learning.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Poisoning and Backdooring Contrastive Learning

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:15.950868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2cc4cee-d8a0-4386-ab3e-437d61333916 · outbound

This paper cites Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.185234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da725856-1c92-4725-9198-a8241a9493bc · outbound

This paper cites Poisoning Attacks and Defenses in Recommender Systems: A Survey.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Poisoning Attacks and Defenses in Recommender Systems: A Survey

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.906273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4f774e4-79bb-4547-ae3c-d9e22f0fba0e · outbound

This paper cites Vl-adapter: Parameter- efficient transfer learning for vision-and-language tasks.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems Vl-adapter: Parameter- efficient transfer learning for vision-and-language tasks

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.730814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bf3ff3b-d057-4d8f-b5ec-47ae5ba27230 · outbound

This paper cites and Larson, M.

VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems and Larson, M

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T04:00:16.444388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.