FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model | Paper Citation Record

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This paper cites A comprehensive review of circular economy research in the textile and clothing industry,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model A comprehensive review of circular economy research in the textile and clothing industry,

Reference 1

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This paper cites Hybrid recommender systems: Survey and experiments,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Hybrid recommender systems: Survey and experiments,

Reference 2

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This paper cites The evolution and future of retailing and retailing education,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model The evolution and future of retailing and retailing education,

Reference 3

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This paper cites Knowledge management and fashion retail performance: the moderating role of product complexity,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Knowledge management and fashion retail performance: the moderating role of product complexity,

Reference 4

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This paper cites Assembled or unassembled? different types of outfit coordination presentations in online fashion retailing,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Assembled or unassembled? different types of outfit coordination presentations in online fashion retailing,

Reference 5

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This paper cites What is the future of fashion retailing with generative ai? understanding consumer response through twitter data,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model What is the future of fashion retailing with generative ai? understanding consumer response through twitter data,

Reference 6

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This paper cites Modeling fashion compat- ibility with explanation by using bidirectional lstm,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Modeling fashion compat- ibility with explanation by using bidirectional lstm,

Reference 7

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This paper cites Fashion forward with ai creations using gan,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Fashion forward with ai creations using gan,

Reference 8

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Observation 9bdba344-d270-45c8-831f-9acbb7fc60a0 · outbound

This paper cites Per- sonalized clothing recommendation fusing the 4-season color system and users’ biological characteristics,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Per- sonalized clothing recommendation fusing the 4-season color system and users’ biological characteristics,

Reference 9

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This paper cites The impact of servitization on perceived quality, purchase intentions and recommendation intentions in the ready- to-wear sector,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model The impact of servitization on perceived quality, purchase intentions and recommendation intentions in the ready- to-wear sector,

Reference 10

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This paper cites An intelligent recommendation system in e- commerce using ensemble learning,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model An intelligent recommendation system in e- commerce using ensemble learning,

Reference 11

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This paper cites Learning binary code for personalized fashion recommendation,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Learning binary code for personalized fashion recommendation,

Reference 12

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This paper cites Learning similarity conditions without explicit supervision,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Learning similarity conditions without explicit supervision,

Reference 13

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This paper cites Fashion outfit complementary item retrieval,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Fashion outfit complementary item retrieval,

Reference 14

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This paper cites Learning type-aware embeddings for fashion compatibil- ity,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Learning type-aware embeddings for fashion compatibil- ity,

Reference 15

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This paper cites Language Models are Few-Shot Learners.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Language Models are Few-Shot Learners

Reference 16

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This paper cites Diffusion models beat gans on image synthesis,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Diffusion models beat gans on image synthesis,

Reference 17

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This paper cites Outfitgan: Learning compatible items for generative fashion outfits,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Outfitgan: Learning compatible items for generative fashion outfits,

Reference 18

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This paper cites Diffusion models for generative outfit recommendation,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Diffusion models for generative outfit recommendation,

Reference 19

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This paper cites Generative Recommendation: Towards Next-generation Recommender Paradigm.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Generative Recommendation: Towards Next-generation Recommender Paradigm

Reference 20

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This paper cites Integrating Domain Knowledge into Large Language Models for Enhanced Fashion Recommendations.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Integrating Domain Knowledge into Large Language Models for Enhanced Fashion Recommendations

Reference 21

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This paper cites Fashion recommendation systems, models and methods: A review,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Fashion recommendation systems, models and methods: A review,

Reference 22

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This paper cites A review of modern fashion recommender systems,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model A review of modern fashion recommender systems,

Reference 23

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This paper cites Generative ai-based style recommendation using fashion item detection and classification,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Generative ai-based style recommendation using fashion item detection and classification,

Reference 24

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This paper cites Fashioning consumer choices: recommendation, motivation, and purchase intention toward instagram commerce. a mediation analysis,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Fashioning consumer choices: recommendation, motivation, and purchase intention toward instagram commerce. a mediation analysis,

Reference 25

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This paper cites Image-based recommendations on styles and substitutes,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Image-based recommendations on styles and substitutes,

Reference 26

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This paper cites Category-aware mul- timodal attention network for fashion compatibility modeling,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Category-aware mul- timodal attention network for fashion compatibility modeling,

Reference 27

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This paper cites Toward explainable fashion recommenda- tion,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Toward explainable fashion recommenda- tion,

Reference 28

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This paper cites Collaborative fashion recommendation: A functional tensor factorization approach,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Collaborative fashion recommendation: A functional tensor factorization approach,

Reference 29

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This paper cites Personalized outfit recom- mendation with learnable anchors,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Personalized outfit recom- mendation with learnable anchors,

Reference 30

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This paper cites Pog: personalized outfit generation for fashion recommendation at alibaba ifashion,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Pog: personalized outfit generation for fashion recommendation at alibaba ifashion,

Reference 31

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This paper cites Hierarchical fashion graph network for personalized outfit recommendation,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Hierarchical fashion graph network for personalized outfit recommendation,

Reference 32

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This paper cites Learning visual body-shape-aware embeddings for fashion compatibility,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Learning visual body-shape-aware embeddings for fashion compatibility,

Reference 33

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This paper cites What dress fits me best? fashion recommendation on the clothing style for personal body shape,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model What dress fits me best? fashion recommendation on the clothing style for personal body shape,

Reference 34

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This paper cites Hairstyle suggestion using statisti- cal learning,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Hairstyle suggestion using statisti- cal learning,

Reference 35

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This paper cites Wow! you are so beautiful today!.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Wow! you are so beautiful today!

Reference 36

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This paper cites Show me the best outfit for a certain scene: A scene-aware fashion recommender system,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Show me the best outfit for a certain scene: A scene-aware fashion recommender system,

Reference 37

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This paper cites A unified framework for outfit design and advice,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model A unified framework for outfit design and advice,

Reference 38

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This paper cites Explainable outfit recommendation with joint outfit matching and comment genera- tion,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Explainable outfit recommendation with joint outfit matching and comment genera- tion,

Reference 39

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This paper cites Fashion outfit generation for e-commerce,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Fashion outfit generation for e-commerce,

Reference 40

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This paper cites Fashion compatibility modeling through a multi-modal try-on-guided scheme,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Fashion compatibility modeling through a multi-modal try-on-guided scheme,

Reference 41

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This paper cites Knowledge-guided compatibility mod- eling,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Knowledge-guided compatibility mod- eling,

Reference 42

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This paper cites Outfittransformer: Outfit representations for fashion rec- ommendation,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Outfittransformer: Outfit representations for fashion rec- ommendation,

Reference 43

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This paper cites Leveraging multimodal features and item-level user feedback for bundle construc- tion,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Leveraging multimodal features and item-level user feedback for bundle construc- tion,

Reference 44

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This paper cites AI-Yo: Embedding Psychosocial Aspects In the Fashion Stylist Chatbot Design,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model AI-Yo: Embedding Psychosocial Aspects In the Fashion Stylist Chatbot Design,

Reference 45

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This paper cites Multimodal conversational fashion recommendation with positive and negative natural-language feedback,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Multimodal conversational fashion recommendation with positive and negative natural-language feedback,

Reference 46

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This paper cites Multi-modal dialog state tracking for interactive fashion recom- mendation,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Multi-modal dialog state tracking for interactive fashion recom- mendation,

Reference 47

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This paper cites Show-o: One Single Transformer to Unify Multimodal Understanding and Generation.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 48

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This paper cites JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation

Reference 49

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Observation 2de4414d-15ec-4860-9b09-af3631469b4f · outbound

This paper cites Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T10:49:42.183744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8023ea8e-1476-45c1-911b-9da72d5165bc · outbound

This paper cites UniFashion: A Unified Vision-Language Model for Multimodal Fashion Retrieval and Generation.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model UniFashion: A Unified Vision-Language Model for Multimodal Fashion Retrieval and Generation

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T10:49:42.188238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d103c76e-a62f-449e-bcc4-9db9d62144dd · outbound

This paper cites Fashionai: A hierarchical dataset for fashion understanding,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Fashionai: A hierarchical dataset for fashion understanding,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:49:42.488566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 32fbaedb-b21c-4dc0-90ea-ee853f37cc24 · outbound

This paper cites Theme-Matters: Fashion Compatibility Learning via Theme Attention.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Theme-Matters: Fashion Compatibility Learning via Theme Attention

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:49:42.335894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation de069976-6d0f-4a81-ad7a-e0880fa44380 · outbound

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

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Learning transferable visual models from natural language supervision,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T10:49:42.201520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd45b2ed-729f-4f7c-b847-8dc746814640 · outbound

This paper cites Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-16T10:49:42.204933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32f8db0a-dd76-4981-8c6a-8124608e2e13 · outbound

This paper cites Textbooks Are All You Need.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Textbooks Are All You Need

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-16T10:49:42.209513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea24a450-8af1-4f57-a406-babb0debca26 · outbound

This paper cites Chainlit,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Chainlit,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:49:42.469884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7c19551d-caf2-4862-adef-aef3707635c8 · outbound

This paper cites Llama-3.2-11B-Vision,.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Llama-3.2-11B-Vision,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:49:42.458673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8abe641f-b175-4ce7-8758-0a6338a3f0b2 · outbound

This paper cites GPT-4o System Card.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model GPT-4o System Card

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-16T10:49:42.221737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f3e9d6-9200-4b0a-a4ed-f25704b398a7 · outbound

This paper cites MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-16T10:49:42.226577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4f98a40-f1da-43ec-848b-1815959cf879 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-16T10:49:42.230853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bb3c7ef-01f5-4ad5-9a97-bfb8c3976ac6 · outbound

This paper cites messages=[{‘role’: ‘system’, ‘content’: ‘‘‘ As a fashion expert, generate a user−system conversation for training a fashion stylist model.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model messages=[{‘role’: ‘system’, ‘content’: ‘‘‘ As a fashion expert, generate a user−system conversation for training a fashion stylist model

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:49:42.447897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 95936c60-9f34-4c63-b94e-17a5a97b8363 · outbound

This paper cites messages=[{‘role’: ‘system’, ‘content’: ‘‘‘ Create a user−system conversation for training a personalized fashion stylist model.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model messages=[{‘role’: ‘system’, ‘content’: ‘‘‘ Create a user−system conversation for training a personalized fashion stylist model

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:49:42.436927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f1c15865-64ea-40eb-ab7c-14e9c73bd39e · outbound

This paper cites UN GAYVOE MVEREI LELS.

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model UN GAYVOE MVEREI LELS

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:49:42.426483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers