Paper Citation Record · LEDGER

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching

As of 7 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 1 inbound Pith citation observation for arXiv:2506.23502.

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

pith.paper-citation-record.v1
2506.23502 v2

Coverage vector

measured 56 of 56 reference resolution

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measured 57 of 57 standing notices

One-hop event checks from named stored sources.

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measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-17T04:46:34.946640Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T04:49:02.937990Z

Reference resolution

56 of 56 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f4e51e50-4dc3-49c3-ae30-6e3617a91fff · outbound

This paper cites Incorporating geo-diverse knowledge into prompting for increased geographical robustness in object recognition.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Incorporating geo-diverse knowledge into prompting for increased geographical robustness in object recognition

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:11.326339Z

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Observation c74f03bd-4c91-43f0-991b-d0ac68c1b878 · outbound

This paper cites Learning the best pooling strategy for visual semantic embedding.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Learning the best pooling strategy for visual semantic embedding

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:11.079672Z

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Observation 9652da36-73e0-41f2-a322-e5c10925e01e · outbound

This paper cites Large language models are visual reasoning coordinators.NeurIPS, pages 10–16, 2024.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Large language models are visual reasoning coordinators.NeurIPS, pages 10–16, 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:10.883779Z

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Observation ea30dcd6-f499-4062-91a9-6da3efc4fa07 · outbound

This paper cites Microsoft COCO Captions: Data Collection and Evaluation Server.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Microsoft COCO Captions: Data Collection and Evaluation Server

Reference 4

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Observation 77d9e395-835c-4803-a5cc-711754ad2412 · outbound

This paper cites Cross-modal graph matching network for image- text retrieval.TOMM, 18(4):1–23, 2022.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Cross-modal graph matching network for image- text retrieval.TOMM, 18(4):1–23, 2022

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:10.698382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b2a6fbbc-57a4-43f6-a773-5ec29fdd347f · outbound

This paper cites Reproducible scal- ing laws for contrastive language-image learning.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Reproducible scal- ing laws for contrastive language-image learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:10.582949Z

Source-reported events for the cited work

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Observation f8701963-6001-43a5-a0c7-04f1a90cf92e · outbound

This paper cites Sim- ilarity reasoning and filtration for image-text matching.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Sim- ilarity reasoning and filtration for image-text matching

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:10.437714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 351997d4-cfa6-4159-8360-6514f64e8570 · outbound

This paper cites Fleet, Jamie Ryan Kiros, and Sanja Fidler.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Fleet, Jamie Ryan Kiros, and Sanja Fidler

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:10.289170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 095d7716-b2e3-4634-bb8a-5ea1bdb37e31 · outbound

This paper cites Learning semantic relationship among instances for image- text matching.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Learning semantic relationship among instances for image- text matching

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:10.097973Z

Source-reported events for the cited work

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Observation e664c977-85da-4a1a-a165-cdcda54adc90 · outbound

This paper cites Pyramidclip: Hierarchi- cal feature alignment for vision-language model pretraining.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Pyramidclip: Hierarchi- cal feature alignment for vision-language model pretraining

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:09.926777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dee985aa-e72f-41c5-9cae-5522cf82d76d · outbound

This paper cites Cross-modal semantic enhanced interaction for image-sentence retrieval.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Cross-modal semantic enhanced interaction for image-sentence retrieval

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:09.708912Z

Source-reported events for the cited work

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Observation b42cf75e-bdf4-481f-bd3a-d4dd5c018bdc · outbound

This paper cites Hiclip: Contrastive language-image pre- training with hierarchy-aware attention.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Hiclip: Contrastive language-image pre- training with hierarchy-aware attention

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:09.527887Z

Source-reported events for the cited work

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Observation b1934b8d-98d5-4a57-bcd2-32ae4b06f868 · outbound

This paper cites From im- ages to textual prompts: Zero-shot visual question answering with frozen large language models.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching From im- ages to textual prompts: Zero-shot visual question answering with frozen large language models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:09.381531Z

Source-reported events for the cited work

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Observation e5f97260-9444-42ce-a1fb-844f1d922875 · outbound

This paper cites Visual program- ming: Compositional visual reasoning without training.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Visual program- ming: Compositional visual reasoning without training

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:09.245934Z

Source-reported events for the cited work

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Observation 3231f3df-5b52-4677-a74f-d088b652f9e4 · outbound

This paper cites Structure-clip: Towards scene graph knowledge to enhance multi-modal structured representa- tions.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Structure-clip: Towards scene graph knowledge to enhance multi-modal structured representa- tions

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:09.059318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2309f4f4-fa2c-41ed-b325-866efec1c4a0 · outbound

This paper cites Fineclip: Self-distilled region-based clip for better fine-grained under- standing.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Fineclip: Self-distilled region-based clip for better fine-grained under- standing

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:08.957054Z

Source-reported events for the cited work

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Observation 0c33dae3-0e7e-4537-b57b-8138ce59554b · outbound

This paper cites Knowledge-aware prompt tun- ing for generalizable vision-language models.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Knowledge-aware prompt tun- ing for generalizable vision-language models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:08.801890Z

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Observation 8ae628f9-cb49-4137-9e6e-ec1174499752 · outbound

This paper cites Maple: Multi-modal prompt learning.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Maple: Multi-modal prompt learning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:08.621773Z

Source-reported events for the cited work

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Observation 37eeb6a9-2b61-4b18-b572-09e88fe4e44e · outbound

This paper cites Stacked cross attention for image-text matching.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Stacked cross attention for image-text matching

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:08.493167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 66a2902f-4696-492e-a048-c47e39ade055 · outbound

This paper cites Action-aware em- bedding enhancement for image-text retrieval.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Action-aware em- bedding enhancement for image-text retrieval

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:08.391733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2e7a3d5f-46e1-487c-a0af-9296832a10e9 · outbound

This paper cites Learning background prompts to dis- cover implicit knowledge for open vocabulary object detec- tion.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Learning background prompts to dis- cover implicit knowledge for open vocabulary object detec- tion

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:08.296908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54680ab0-30df-4504-99de-ff27fa414cb2 · outbound

This paper cites Cross- modal alternating learning with task-aware representations for continual learning.TMM, 2023.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Cross- modal alternating learning with task-aware representations for continual learning.TMM, 2023

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:08.134264Z

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Observation 1abbc369-b536-41d1-8579-bc551a8d61ea · outbound

This paper cites Image-text bidirectional learning network based cross-modal retrieval.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Image-text bidirectional learning network based cross-modal retrieval

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:07.992070Z

Source-reported events for the cited work

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Observation 85adc5a4-ee2a-49da-af69-1ad9ebcfc1f7 · outbound

This paper cites Learning customized visual models with retrieval-augmented knowledge.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Learning customized visual models with retrieval-augmented knowledge

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:07.878180Z

Source-reported events for the cited work

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Observation 0cce8655-cbc3-4550-86c7-124630b1c125 · outbound

This paper cites Multi-modal attribute prompting for vision-language models.TCSVT, 2024.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Multi-modal attribute prompting for vision-language models.TCSVT, 2024

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:07.818852Z

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Observation 71ccba72-23ac-486c-93f6-c97ae5125f4b · outbound

This paper cites Fine-grained visual– text prompt-driven self-training for open-vocabulary object detection.TNNLS, pages 1–11, 2023.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Fine-grained visual– text prompt-driven self-training for open-vocabulary object detection.TNNLS, pages 1–11, 2023

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:07.698542Z

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Observation 216fa119-48a1-4cea-943f-eef01ebd306f · outbound

This paper cites Visual classification via description from large language models.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Visual classification via description from large language models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:07.545899Z

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Observation f7bfca97-fb79-4275-8ad4-e8578c7cb3fd · outbound

This paper cites SCHEMA: state changes matter for procedure planning in instructional videos.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching SCHEMA: state changes matter for procedure planning in instructional videos

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:07.369802Z

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Observation 492369ea-3c73-4552-ae31-4dc7e546eac7 · outbound

This paper cites Teaching clip to count to ten.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Teaching clip to count to ten

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:07.239545Z

Source-reported events for the cited work

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Observation 1a958523-11f2-4aac-9de5-3c11cf5486b2 · outbound

This paper cites Fine-grained image-text matching by cross-modal hard aligning network.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Fine-grained image-text matching by cross-modal hard aligning network

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:07.051157Z

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Observation 3d500885-10b2-4dfe-83df-900a3002a46d · outbound

This paper cites Dynamic modality interaction modeling for image-text retrieval.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Dynamic modality interaction modeling for image-text retrieval

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:06.880385Z

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Observation 784facf2-5037-4c1f-8ffa-229826f8e16a · outbound

This paper cites Learning transferable visual models from natural language supervision.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Learning transferable visual models from natural language supervision

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:06.607635Z

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Observation df139403-5b87-4590-aef3-278e5f8cfb7a · outbound

This paper cites Vlc-bert: Visual question answering with contextualized commonsense knowledge.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Vlc-bert: Visual question answering with contextualized commonsense knowledge

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:06.368510Z

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Observation 6fec0c54-161a-4dde-ad96-fec20fb6ce54 · outbound

This paper cites Language models are causal knowledge ex- tractors for zero-shot video question answering.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Language models are causal knowledge ex- tractors for zero-shot video question answering

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:06.147358Z

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Observation 97d650ee-0f8e-49fa-b45a-415ff64f2dc8 · outbound

This paper cites EVA-CLIP: Improved Training Techniques for CLIP at Scale.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching EVA-CLIP: Improved Training Techniques for CLIP at Scale

Reference 35

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This paper cites Compound text-guided prompt tuning via image-adaptive cues.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Compound text-guided prompt tuning via image-adaptive cues

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:05.899299Z

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Observation 683ec262-ffed-4b1b-b9f8-1ba75477c251 · outbound

This paper cites Multi-granularity cross-modal align- ment for generalized medical visual representation learning.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Multi-granularity cross-modal align- ment for generalized medical visual representation learning

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:05.612801Z

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Observation e7505452-b647-4910-8541-9e75740df224 · outbound

This paper cites Consensus-aware visual-semantic embedding for image- text matching.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Consensus-aware visual-semantic embedding for image- text matching

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:05.284410Z

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Observation 106832fd-dd91-4d87-98f0-f50eb4dd2bb8 · outbound

This paper cites Vilt- clip: Video and language tuning clip with multimodal prompt learning and scenario-guided optimization.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Vilt- clip: Video and language tuning clip with multimodal prompt learning and scenario-guided optimization

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:05.104822Z

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Observation ce17a852-6b73-4383-837c-9ee1589a4735 · outbound

This paper cites Position-guided text prompt for vision-language pre- training.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Position-guided text prompt for vision-language pre- training

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:04.878349Z

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Observation 4e85078f-a7d3-4f7d-9755-7bc0e018c68a · outbound

This paper cites ActionCLIP: A New Paradigm for Video Action Recognition.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching ActionCLIP: A New Paradigm for Video Action Recognition

Reference 41

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Observation 6e788e16-0286-4999-b93e-6f5467d83c86 · outbound

This paper cites Cross-modal scene graph matching for relationship-aware image-text retrieval.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Cross-modal scene graph matching for relationship-aware image-text retrieval

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:04.742902Z

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Observation 69cc5f4b-da85-4fc3-9195-af6880442ea6 · outbound

This paper cites Diffusion feedback helps clip see better.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Diffusion feedback helps clip see better

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:04.591379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c6b2526c-d082-4833-896e-56fb0d19f469 · outbound

This paper cites Balance act: Mitigat- ing hubness in cross-modal retrieval with query and gallery banks.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Balance act: Mitigat- ing hubness in cross-modal retrieval with query and gallery banks

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:04.426824Z

Source-reported events for the cited work

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Observation a085f20a-3d6a-4c66-95a4-c2e1911b43d8 · outbound

This paper cites Learning hierarchical prompt with structured linguistic knowledge for vision-language models.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Learning hierarchical prompt with structured linguistic knowledge for vision-language models

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:04.270094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b308134-caa9-4bed-893e-e343532fe2b1 · outbound

This paper cites Multi-view inter-modality representation with progressive fusion for image-text matching.Neurocomputing, 535:1–12, 2023.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Multi-view inter-modality representation with progressive fusion for image-text matching.Neurocomputing, 535:1–12, 2023

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:04.098062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fcd561d1-4d2e-4a45-9c47-0713da403415 · outbound

This paper cites Saco loss: Sample-wise affinity con- sistency for vision-language pre-training.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Saco loss: Sample-wise affinity con- sistency for vision-language pre-training

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:03.952171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 27802d92-26da-4d5c-a7a2-ada570d0ec48 · outbound

This paper cites Visual- language prompt tuning with knowledge-guided context op- timization.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Visual- language prompt tuning with knowledge-guided context op- timization

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:03.712784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5c60afda-21e5-4646-838d-6aa3ccc5a0ee · outbound

This paper cites FILIP: fine-grained interactive language-image pre-training.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching FILIP: fine-grained interactive language-image pre-training

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:03.389697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ffffa9ae-697c-4519-8c11-e33500c03a49 · outbound

This paper cites From image descriptions to visual denotations: New similarity metrics for semantic inference over event descrip- tions.TACL, 2:67–78, 2014.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching From image descriptions to visual denotations: New similarity metrics for semantic inference over event descrip- tions.TACL, 2:67–78, 2014

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:03.122250Z

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Observation e0c6aea0-a122-448b-a748-51b057bff30b · outbound

This paper cites Dual-path convolutional image-text embeddings with instance loss.TOMM, 16(2): 1–23, 2020.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Dual-path convolutional image-text embeddings with instance loss.TOMM, 16(2): 1–23, 2020

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:02.907213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dde1ff41-5a67-4728-82f1-f784c595b202 · outbound

This paper cites Large Language Models are Good Prompt Learners for Low-Shot Image Classification.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Large Language Models are Good Prompt Learners for Low-Shot Image Classification

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T21:46:02.007187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b13f4e3d-710c-4d46-b2bd-61e6ae75c0fe · outbound

This paper cites Regionclip: Region-based language- image pretraining.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Regionclip: Region-based language- image pretraining

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:02.807417Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 15d59c97-d7a3-4b17-b0ac-37ee4fb5d7bf · outbound

This paper cites Relclip: Adapting language- image pretraining for visual relationship detection via rela- tional contrastive learning.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Relclip: Adapting language- image pretraining for visual relationship detection via rela- tional contrastive learning

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:02.679618Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 757f26c7-3387-439a-ba94-4b7b9d7a6fe0 · outbound

This paper cites w/o ac- tion knowledge.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching w/o ac- tion knowledge

Reference 336

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:02.464676Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7d955b46-826e-4e4d-821c-5930fc88c276 · outbound

This paper cites Datasets Details Flickr30K[50] dataset contains 31,000 images collected from the Flickr website.

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching Datasets Details Flickr30K[50] dataset contains 31,000 images collected from the Flickr website

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:46:02.578898Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 99e15fe9-6af7-4601-9aff-15c5c1ba243f · inbound

Action Without Interaction: Probing the Physical Foundations of Video LMMs via Contact-Release Detection cites this paper.

Action Without Interaction: Probing the Physical Foundations of Video LMMs via Contact-Release Detection LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-17T04:49:02.940987Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.