Diff-MSR: A Diffusion Model Enhanced Paradigm for Cold-Start Multi-Scenario Recommendation

Author:

Wang Yuhao1ORCID,Liu Ziru1ORCID,Wang Yichao2ORCID,Zhao Xiangyu1ORCID,Chen Bo3ORCID,Guo Huifeng2ORCID,Tang Ruiming2ORCID

Affiliation:

1. City University of Hong Kong, Hong Kong, Hong Kong

2. Huawei Noah's Ark Lab, Shenzhen, China

3. Huawei Noah's Ark Lab, Shanghai, China

Funder

SIRG - CityU Strategic Interdisciplinary Research Grant

APRC - CityU New Research Initiatives

Hong Kong ITC Innovation and Technology Fund Midstream Research Programme for Universities Project

Huawei Innovation Research Program

CityU - HKIDS Early Career Research Grant

Hong Kong Environmental and Conservation Fund

Publisher

ACM

Reference48 articles.

1. Martin Arjovsky, Soumith Chintala, and Léon Bottou. 2017. Wasserstein generative adversarial networks. In International conference on machine learning. PMLR, 214--223.

2. Application of the logistic function to bio-assay;Berkson Joseph;Journal of the American statistical association,1944

3. Florinel-Alin Croitoru, Vlad Hondru, Radu Tudor Ionescu, and Mubarak Shah. 2023. Diffusion models in vision: A survey. IEEE Transactions on Pattern Analysis and Machine Intelligence (2023).

4. Qiang Cui Tao Wei Yafeng Zhang and Qing Zhang. 2020. HeroGRAPH: A Heterogeneous Graph Framework for Multi-Target Cross-Domain Recommendation. In ORSUM@ RecSys.

5. Diffusion models beat gans on image synthesis;Dhariwal Prafulla;Advances in Neural Information Processing Systems,2021

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