Paper Citation Record · LEDGER

A Survey on Large Language Models in Multimodal Recommender Systems

As of 16 August 2026, this Paper Citation Record lists 100 of 161 outbound references and 3 inbound Pith citation observations for arXiv:2505.09777.

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

pith.paper-citation-record.v1
2505.09777 v1

Coverage vector

measured 100 of 161 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:27:16.760336Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T06:01:36.851143Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T00:24:05.115790Z

Reference resolution

100 of 161 outbound references displayed

verified exact6
verified fuzzy0
unresolved88
parse uncertain0
malformed identifier5
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation af4d58f5-8ef6-4be5-bf87-2c80d76eb8e9 · outbound

This paper cites Dual GNNs: Graph Neural Network Learning with Limited Supervision.

A Survey on Large Language Models in Multimodal Recommender Systems Dual GNNs: Graph Neural Network Learning with Limited Supervision

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.333857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a7198b4-e07b-4ead-adfb-fdebb8552754 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 2

Resolution: verified exact; doi, observed 2026-08-15T21:27:17.361500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a3c1c64c-bcad-4006-8907-97bc381eb50f · outbound

This paper cites Neural Machine Translation by Jointly Learning to Align and Translate.

A Survey on Large Language Models in Multimodal Recommender Systems Neural Machine Translation by Jointly Learning to Align and Translate

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.342488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3660d670-70e3-4593-b39c-3f0d2d5de97d · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.346566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a42064f3-3b73-4413-ae38-14eb6218c682 · outbound

This paper cites LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders.

A Survey on Large Language Models in Multimodal Recommender Systems LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.350508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a108a6c-8eb9-4552-9861-009b0df92100 · outbound

This paper cites IntellectSeeker: A Personalized Literature Management System with the Probabilistic Model and Large Language Model.

A Survey on Large Language Models in Multimodal Recommender Systems IntellectSeeker: A Personalized Literature Management System with the Probabilistic Model and Large Language Model

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.355878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c3313e-c749-42a5-877f-8a4b044ec2cf · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.360302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd32544b-78a4-4abe-b596-7d1c51e877bb · outbound

This paper cites Product Information Extraction using ChatGPT.

A Survey on Large Language Models in Multimodal Recommender Systems Product Information Extraction using ChatGPT

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.367248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 692d1212-de3a-45bf-ad88-9d9d86b58a02 · outbound

This paper cites Language Models are Few-Shot Learners.

A Survey on Large Language Models in Multimodal Recommender Systems Language Models are Few-Shot Learners

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.370660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2dbe28d-d76e-4ea8-ab36-ac8611047f8e · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.373856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a312b926-6819-4d10-8890-287788ee8d79 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.376768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d68b13d-e67f-4efa-8221-3fd7a150ba94 · outbound

This paper cites Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs.

A Survey on Large Language Models in Multimodal Recommender Systems Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.380909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4523600-1bac-4b9b-a163-18fca65e37df · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.384990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ffb8209-af70-4c62-9643-5d316d687abe · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-15T21:27:17.340985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f50d9463-8bbc-49b2-aa53-0389b9533f30 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.392368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a5cf1c0-a868-403d-a2f3-1af001698bee · outbound

This paper cites Large Language Models for User Interest Journeys.

A Survey on Large Language Models in Multimodal Recommender Systems Large Language Models for User Interest Journeys

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.396362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 990ebfb6-e8a8-4e84-b707-5f2d5be1282e · outbound

This paper cites Deep reinforcement learning from human preferences.

A Survey on Large Language Models in Multimodal Recommender Systems Deep reinforcement learning from human preferences

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.400944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7137a2c0-dd26-4a36-bbb8-2d828e5316cd · outbound

This paper cites Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and Recency.

A Survey on Large Language Models in Multimodal Recommender Systems Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and Recency

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.404811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2468c655-37cb-49c7-a591-31ab7500ee66 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

A Survey on Large Language Models in Multimodal Recommender Systems QLoRA: Efficient Finetuning of Quantized LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.408839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd9c3501-4ea9-4961-b436-26f402423551 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 20

Resolution: malformed identifier; no resolver link, observed 2026-08-15T21:27:16.413348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17be91e0-ba79-4437-91a8-5adc066517a4 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.421036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f036688-2822-449f-b71c-65c944d0c975 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.424620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecdea4ad-d9a8-4890-970a-50d0f953f294 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.427981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28227e93-6a4b-49e1-924b-38f56b12700a · outbound

This paper cites SampleLLM: Optimizing Tabular Data Synthesis in Recommendations.

A Survey on Large Language Models in Multimodal Recommender Systems SampleLLM: Optimizing Tabular Data Synthesis in Recommendations

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.431674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6549c9cc-9448-4fb0-a12a-84a6f54655e7 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.435740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09bda626-d3cb-47a2-afdb-b88e004cef05 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.439008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 068580aa-318f-4989-80dc-789da25f72bb · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.442851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c047eb0-f444-4b97-801c-fb44acc8cebc · outbound

This paper cites VIP5: Towards Multimodal Foundation Models for Recommendation.

A Survey on Large Language Models in Multimodal Recommender Systems VIP5: Towards Multimodal Foundation Models for Recommendation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.451143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 800522cf-d4fc-456b-a26e-b25d74a28d6b · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 30

Resolution: malformed identifier; no resolver link, observed 2026-08-15T21:27:16.454994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83b8713e-6f9e-4ba9-8f6f-92c169b03ecd · outbound

This paper cites PTab: Using the Pre-trained Language Model for Modeling Tabular Data.

A Survey on Large Language Models in Multimodal Recommender Systems PTab: Using the Pre-trained Language Model for Modeling Tabular Data

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.458807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 670db232-a42a-46dd-9d4d-3d507a112753 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.463299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 124cdea7-e4ac-4f0f-a3af-b2ee584d18ad · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 34

Resolution: malformed identifier; no resolver link, observed 2026-08-15T21:27:16.470148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 702af5fc-0fde-45b6-abcb-061f40d4283c · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.474220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c2201b6-824e-41db-b2ee-6a1fb1655cd2 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.478042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3426a7ac-df49-4da2-ab2a-a6cef843ceb7 · outbound

This paper cites Zheng, and Qi Liu.

A Survey on Large Language Models in Multimodal Recommender Systems Zheng, and Qi Liu

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.486363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9d0f97d-f088-483b-9815-3154ddfe324c · outbound

This paper cites Parameter-Efficient Transfer Learning for NLP.

A Survey on Large Language Models in Multimodal Recommender Systems Parameter-Efficient Transfer Learning for NLP

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.490533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1328d211-60d6-42bb-a164-6ebef8a8d360 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.494818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a62396-48bb-440f-8d8a-4d17db3d73b8 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

A Survey on Large Language Models in Multimodal Recommender Systems LoRA: Low-Rank Adaptation of Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.498908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cad76e6-e9cd-41dc-8fe7-2a4c11fc39f0 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.503740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c49137f-a7b3-44e1-a577-4b71c5674723 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.507879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04dd2162-df1a-4717-b248-1c71664dc5d6 · outbound

This paper cites Generating Negative Samples for Multi-Modal Recommendation.

A Survey on Large Language Models in Multimodal Recommender Systems Generating Negative Samples for Multi-Modal Recommendation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.512288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 102a3d8b-b9f8-4b47-878e-957f688c44c8 · outbound

This paper cites SELF: Surrogate-light Feature Selection with Large Language Models in Deep Recommender Systems.

A Survey on Large Language Models in Multimodal Recommender Systems SELF: Surrogate-light Feature Selection with Large Language Models in Deep Recommender Systems

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.516141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e469a7b-2678-4ea2-b870-53dbdeefd385 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.520702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a499968-3596-4e6f-8aaf-19f480f129c5 · outbound

This paper cites Prompt Tuning for Item Cold-start Recommendation.

A Survey on Large Language Models in Multimodal Recommender Systems Prompt Tuning for Item Cold-start Recommendation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.523657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02647db8-9e97-447b-94d2-a85724365e3f · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.527213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfd68dd8-16b8-4b9a-92fa-2cf8b105f171 · outbound

This paper cites Customizing Language Models with Instance-wise LoRA for Sequential Recommendation.

A Survey on Large Language Models in Multimodal Recommender Systems Customizing Language Models with Instance-wise LoRA for Sequential Recommendation

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.530187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b59e862-26b4-4840-8783-cfccec83c463 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.533267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cc1c8f6-0a3e-4222-ac69-4398a0fabe73 · outbound

This paper cites TagGPT: Large Language Models are Zero-shot Multimodal Taggers.

A Survey on Large Language Models in Multimodal Recommender Systems TagGPT: Large Language Models are Zero-shot Multimodal Taggers

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.541290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 761cc0a6-2f8e-4f4d-9ad7-a53e644c43ea · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.553179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b845def-1009-4daf-88bf-252d8471d0f8 · outbound

This paper cites A Survey on Deep Neural Networks in Collaborative Filtering Recommendation Systems.

A Survey on Large Language Models in Multimodal Recommender Systems A Survey on Deep Neural Networks in Collaborative Filtering Recommendation Systems

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-08-15T21:27:17.263691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4040f9c7-7778-454c-84ae-bb38a8bd3008 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.562048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9420218e-6c3e-4650-80b1-4587a8afb92e · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.565712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ec0b054-775c-4be1-a740-dc7b86d8e34f · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.569884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d5beb15-ad4f-4c69-b0dc-d690d9b317ce · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.573638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c76211c-ff2f-4a97-9069-eec0c523217c · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.576615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76223688-4255-4146-8c4c-17f2890c9e1f · outbound

This paper cites Multi-Grained Patch Training for Efficient LLM-based Recommendation.

A Survey on Large Language Models in Multimodal Recommender Systems Multi-Grained Patch Training for Efficient LLM-based Recommendation

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.579647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 051adda5-d9f2-439c-b24a-fd6dfd5c91f3 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.584186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2897bcb9-dfe6-4133-b7cc-4332fdd599ae · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.588191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eb68d4f-0f71-4135-8fa2-6ee45e5e3545 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 63

Resolution: verified exact; doi, observed 2026-08-15T21:27:17.240966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b3537ce0-1cf1-4aee-ad1a-cbf4783dbde7 · outbound

This paper cites Disentangled Multimodal Representation Learning for Recommendation.

A Survey on Large Language Models in Multimodal Recommender Systems Disentangled Multimodal Representation Learning for Recommendation

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.595938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 661ad499-4fe8-4c75-8600-ac13ee3386bc · outbound

This paper cites Visual Instruction Tuning.

A Survey on Large Language Models in Multimodal Recommender Systems Visual Instruction Tuning

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.604665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 381856bc-87d7-4553-b1b0-0c946cf243a6 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.608470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 177f1513-e878-4093-bcfe-ed6069d7fa00 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 68

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Observation c6784a24-c191-4630-b5e4-98ff8854cdd4 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.616745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a9f31ec-0cff-4026-9a19-0c1f49fda27c · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.620783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7261aa-162e-423f-a414-e35785d9831a · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.624776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88cd4de4-acda-4764-8735-bd7390de3e25 · outbound

This paper cites P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks.

A Survey on Large Language Models in Multimodal Recommender Systems P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.628458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd4cbd7d-31da-49b0-9bb0-6cd63e0552fb · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.632467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f63e313-4248-476a-a45f-604edd122fe1 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.636183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7f94464-a7d1-420e-98be-bf811e28a43b · outbound

This paper cites Positional encoding is not the same as context: A study on positional encoding for sequential recommendation.

A Survey on Large Language Models in Multimodal Recommender Systems Positional encoding is not the same as context: A study on positional encoding for sequential recommendation

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.644777Z

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Unavailable: canonical work link unavailable.

Observation d740a5eb-a8d3-4efd-9afe-d4dade080880 · outbound

This paper cites Hierarchical Question-Image Co-Attention for Visual Question Answering.

A Survey on Large Language Models in Multimodal Recommender Systems Hierarchical Question-Image Co-Attention for Visual Question Answering

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.648618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32351631-f9b9-4f00-a80d-ac92b8982a7e · outbound

This paper cites Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation.

A Survey on Large Language Models in Multimodal Recommender Systems Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.653723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8522b4a9-ec8a-4aa9-8c9f-33b44d99d07f · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 78

Resolution: malformed identifier; no resolver link, observed 2026-08-15T21:27:16.657495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2d4dae6-2836-468f-a703-f01377235f1d · outbound

This paper cites InProceedings of the 2022 International Conference on Multimedia Retrieval (Newark, NJ, USA) (ICMR ’22).

A Survey on Large Language Models in Multimodal Recommender Systems InProceedings of the 2022 International Conference on Multimedia Retrieval (Newark, NJ, USA) (ICMR ’22)

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.640919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0ece7bb-0540-483c-a0ba-3ff84a5693b0 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.665749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01dab852-0ee4-4328-8870-a6679d2131fa · outbound

This paper cites Triple Modality Fusion: Aligning Visual, Textual, and Graph Data with Large Language Models for Multi-Behavior Recommendations.

A Survey on Large Language Models in Multimodal Recommender Systems Triple Modality Fusion: Aligning Visual, Textual, and Graph Data with Large Language Models for Multi-Behavior Recommendations

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.669616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e625393-a7cb-4e87-8a81-6f6411a65473 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.673824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f9c82bd-1846-4d00-8155-97fe72e20def · outbound

This paper cites Multimodal-to-Text Prompt Engineering in Large Language Models Using Feature Embeddings for GNSS Interference Characterization.

A Survey on Large Language Models in Multimodal Recommender Systems Multimodal-to-Text Prompt Engineering in Large Language Models Using Feature Embeddings for GNSS Interference Characterization

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.677739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05d04457-683a-42d0-9b03-a05b2733e297 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.661788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d0604ed-bd16-4eb8-8c6f-9e71356202fe · outbound

This paper cites Language-Guided Music Recommendation for Video via Prompt Analogies.

A Survey on Large Language Models in Multimodal Recommender Systems Language-Guided Music Recommendation for Video via Prompt Analogies

Reference 85

Resolution: verified exact; local_arxiv, observed 2026-08-15T21:27:17.161072Z

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Observation bb0eb68f-02ff-4473-af30-e04eb3060389 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.687487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ea0aa2-9095-4c42-b0bc-f70ff6b85909 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.690337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8108e7c-16bd-4160-ba16-2232d1fe7902 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.693363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85bd6957-5384-4749-9b48-7851b10eba01 · outbound

This paper cites Recipe1M+: A Dataset for Learning Cross-Modal Embeddings for Cooking Recipes and Food Images.

A Survey on Large Language Models in Multimodal Recommender Systems Recipe1M+: A Dataset for Learning Cross-Modal Embeddings for Cooking Recipes and Food Images

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.681025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e870ec2-e755-457c-a582-4c925950969f · outbound

This paper cites AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback.

A Survey on Large Language Models in Multimodal Recommender Systems AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback

Reference 90

Resolution: verified exact; local_arxiv, observed 2026-08-15T21:27:18.938125Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ff9fac95-4e7c-4bc0-9af7-b9fc72403dea · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 91

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T21:27:18.923675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3bf95949-217d-4977-9ceb-45755f26ad66 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.708193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19f6bad5-dc32-47b2-a6e6-115b09ca6c78 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.711731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3896a328-4b34-422b-8a70-7299f527a3bf · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.696960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6be0c634-cac7-4705-ae4f-d89e8f15cd56 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.718400Z

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Unavailable: canonical work link unavailable.

Observation 86f0cab5-ba43-4701-9b8b-e89f68c6ad08 · outbound

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A Survey on Large Language Models in Multimodal Recommender Systems Ribeiro, Pedro H.P

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.722528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4058170-dbf3-485b-b29c-093e2c79b76b · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 97

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 357e4706-e784-4a8f-84c5-5546544fc35b · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.731580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bdeef39-fda2-403f-82eb-1d9bcc1d5d37 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.715149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10200cc3-a99b-4e95-8887-17cf008c655b · outbound

This paper cites State Entropy Maximization with Random Encoders for Efficient Exploration.

A Survey on Large Language Models in Multimodal Recommender Systems State Entropy Maximization with Random Encoders for Efficient Exploration

Reference 100

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation feb6e66c-2edb-4a03-9546-7ea914affee7 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 101

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Observation f26545a0-714f-4ab4-9aab-841ba59f3f67 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 102

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Unavailable: canonical work link unavailable.

Observation cd0e615e-00ac-4512-93f2-86ba0a06c3fc · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.753063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ceda27d-b57c-4f92-855c-2152c60d5398 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.735134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a178097-d427-4324-8d47-594ae241bb61 · outbound

This paper cites an unresolved cited work.

A Survey on Large Language Models in Multimodal Recommender Systems Unresolved cited work

Reference 105

Resolution: unresolved; no resolver link, observed 2026-08-15T21:27:16.760336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d7611a4a-8028-4ae5-9918-5d3e104790b9 · inbound

RecGOAT: Graph Optimal Adaptive Transport for LLM-Enhanced Multimodal Recommendation with Dual Semantic Alignment cites this paper.

RecGOAT: Graph Optimal Adaptive Transport for LLM-Enhanced Multimodal Recommendation with Dual Semantic Alignment A Survey on Large Language Models in Multimodal Recommender Systems

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52a4ef38-0217-4a93-812c-3610e0e07271 · inbound

SIREN: Unified Multi-Granularity Semantic Interaction for Multi-Modal Lifelong User Interest Modeling cites this paper.

SIREN: Unified Multi-Granularity Semantic Interaction for Multi-Modal Lifelong User Interest Modeling A Survey on Large Language Models in Multimodal Recommender Systems

Reference 15

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Observation c8c82d31-7994-4342-8387-572deabc74cb · inbound

MMRM: A Multiplex Multimodal Representation Model for Product Ranking in E-commerce Search cites this paper.

MMRM: A Multiplex Multimodal Representation Model for Product Ranking in E-commerce Search A Survey on Large Language Models in Multimodal Recommender Systems

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-14T07:32:10.979183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.