Paper Citation Record · LEDGER

A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2502.15711.

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

pith.paper-citation-record.v1
2502.15711 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:01:34.084440Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T03:37:36.125811Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0b981af5-dbdb-40a0-8716-7a29c53e1322 · inbound

MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets cites this paper.

MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:34.084440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb01c9be-520e-465d-a783-59fa691153b4 · inbound

NLGCL: Naturally Existing Neighbor Layers Graph Contrastive Learning for Recommendation cites this paper.

NLGCL: Naturally Existing Neighbor Layers Graph Contrastive Learning for Recommendation A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:36.424129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a21b989d-0937-4632-8a90-79c55b1bc5cb · inbound

The Best is Yet to Come: Graph Convolution in the Testing Phase for Multimodal Recommendation cites this paper.

The Best is Yet to Come: Graph Convolution in the Testing Phase for Multimodal Recommendation A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:54.128959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1789efc-c959-4967-a8c2-107a8914a773 · 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 Multimodal Recommender Systems: Recent Advances and Future Directions

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T06:01:38.579496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 118cd7bf-cd82-41d4-9e5d-98072f748dc4 · inbound

TRU: Targeted Reverse Update for Efficient Multimodal Recommendation Unlearning cites this paper.

TRU: Targeted Reverse Update for Efficient Multimodal Recommendation Unlearning A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-13T21:08:16.999488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eed4032b-45c8-4d63-9e9a-ce2031cf76f0 · inbound

Discrete Preference Learning for Personalized Multimodal Generation cites this paper.

Discrete Preference Learning for Personalized Multimodal Generation A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-09T23:29:43.949619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 651025ad-98b1-466e-9677-78a1ad2d26ea · inbound

Text-Guided Visual Representation Learning for Robust Multimodal E-Commerce Recommendation cites this paper.

Text-Guided Visual Representation Learning for Robust Multimodal E-Commerce Recommendation A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-19T23:12:51.706669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2edcd7e5-b32a-4b38-965f-c47c599abd93 · inbound

Teach Multimodal Recommendation Model to See via Personalized Visual Extraction and Adaptive Learning cites this paper.

Teach Multimodal Recommendation Model to See via Personalized Visual Extraction and Adaptive Learning A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-07-03T03:37:36.127066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.