Paper Citation Record · LEDGER

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings

As of 8 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2507.17080.

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

pith.paper-citation-record.v1
2507.17080 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:02:08.473719Z

measured 45 of 45 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

45 of 45 outbound references displayed

verified exact2
verified fuzzy6
unresolved35
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2e587879-ef23-4ec9-8f4a-c8eb9b7fd05e · outbound

This paper cites Henning, Karun Singh, Omkar Parkhi, and Fedor Borisyuk.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Henning, Karun Singh, Omkar Parkhi, and Fedor Borisyuk

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 844a9230-2331-4399-9665-0d3e25fdbdbc · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.359638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b64296a2-9663-44ac-b72f-94da67100eeb · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.270659Z

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 765a8da2-d7fe-4482-8385-60761a367c32 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.365468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee02fa7-f74e-4583-9dc4-81bf246a1003 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 5

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Source-reported events for the cited work

correction dated 2023-01-23. Source: crossref record 10.1038/s41598-022-26364-y->10.1038/s41598-022-23052-9:correction, observed 2026-07-11T02:56:50.008426+00:00. This notice travels one citation hop only.

Observation 341e46de-466d-49aa-9570-6f8171eb28c6 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.257971Z

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 4175c460-0d17-4b84-8575-ef52509497aa · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.250094Z

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 4e72cf30-9b17-4545-9688-aa8411e055e6 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.379262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfb65044-be84-4fd5-b734-8c814278eb4f · outbound

This paper cites Huang, O.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Huang, O

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.382220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1af7e53b-4716-4a9a-9792-d2c52d23a835 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.242063Z

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 d9f035e0-1131-4977-b355-036e288f4267 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-06T15:02:08.520558Z

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 b4de798c-beb0-442a-9c44-1641e34bf37c · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.390026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70bd7a1a-276a-4ecb-8c2e-a43001c407c1 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.392478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49576e56-9fbd-43d9-bbda-b0a145568ab5 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.397586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fbaae12-5680-4736-944d-c35b78eba9a0 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82a568d5-e24d-470e-b562-a08f7a9e6716 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.228856Z

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 8e825e7e-e9be-487c-92f5-f6d93eb75f15 · outbound

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

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Triple Modality Fusion: Aligning Visual, Textual, and Graph Data with Large Language Models for Multi-Behavior Recommendations

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.404945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a95845c-8c68-49ca-a391-8a7b8dd4a6de · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.407832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7adb5744-9b3f-41e3-a39b-a56e4afdee7a · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.220388Z

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 a2297b6e-6811-4110-abb9-1e3cbb392dbe · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 20

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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 31ab0b8a-1df3-43a3-a031-d3671c0d56f2 · outbound

This paper cites ClipCap: CLIP Prefix for Image Captioning.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings ClipCap: CLIP Prefix for Image Captioning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.416252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd3a511c-8b4b-47d9-928a-3b31db4b6010 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.212382Z

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 8e350083-1d36-423e-8eb6-1849e69de9ba · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.204366Z

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 ca3c161f-50b8-44e6-994b-182804d4f47f · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.188234Z

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 5760ac08-3b64-4215-9748-1f32df6eacae · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.428768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea5801f0-b793-425e-969d-ea6e774de381 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.175328Z

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 ba62af85-ecad-41aa-bcef-c6615d55a0c3 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.439848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8d1cd1c-7c72-4d48-84e8-2597df66a409 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.442379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b1aadf8-f6dd-4c60-8df0-cd4e244780d1 · outbound

This paper cites LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.431508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9be1fbc0-3c67-4fb0-8c39-4cc115fd06f4 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.146325Z

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 370b74f3-5ec6-4060-b0d2-3e56cbd5c5f5 · outbound

This paper cites In International Conference on Learning Representations (ICLR).

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings In International Conference on Learning Representations (ICLR)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:09.167393Z

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 a4c89211-4d1f-4078-bad7-72f1e5f6ec08 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.120199Z

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 41811caa-1aeb-4ed8-8b28-cb1af4b46947 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.460518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2534c8d2-e230-4d2b-9205-58838d3efa83 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.154214Z

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 7e2841af-aa2e-4edd-88fb-cbf5fe245d5d · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.137817Z

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 54d10b83-08ad-4ff7-956d-39b7ff5e0e32 · outbound

This paper cites dress”, “rug.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings dress”, “rug

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:09.111978Z

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 f20a7962-97a1-4ced-b2de-5bf712666180 · outbound

This paper cites productName.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings productName

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:09.103924Z

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 64f47fb2-427a-4ace-ba29-acfca3407879 · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.095624Z

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 643ea409-02d1-4c2e-9ab1-c1961ef3f94b · outbound

This paper cites an unresolved cited work.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:02:09.087403Z

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 89797b0e-cd56-42ec-9c02-a4aa148e0361 · outbound

This paper cites color”) and𝑣𝑖 is its value (e.g., “ blue.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings color”) and𝑣𝑖 is its value (e.g., “ blue

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:09.078869Z

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 67156b5c-067f-4e09-ac3d-33812b283b3b · outbound

This paper cites InProceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings InProceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:09.129394Z

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 96eca364-7576-4559-95fa-b653762da436 · outbound

This paper cites In Computer Vision – ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XXX (Glasgow, United Kingdom).

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings In Computer Vision – ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XXX (Glasgow, United Kingdom)

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.395019Z

Source-reported events for the cited work

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Observation 43983f7f-f4e4-418c-a760-9863f596fdc4 · outbound

This paper cites In Proceedings of the International Conference on Machine Learning.

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings In Proceedings of the International Conference on Machine Learning

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:09.196435Z

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 707ce20f-18e7-4cd0-8081-ec627485e9b9 · outbound

This paper cites In 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings In 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.458000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98986562-b5ec-4066-a8e5-78309200ceca · outbound

This paper cites In 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings In 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:08.368225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.