Exploring Multi-Scenario Multi-Modal CTR Prediction with a Large Scale Dataset

Author:

Huan Zhaoxin1ORCID,Ding Ke1ORCID,Li Ang1ORCID,Zhang Xiaolu2ORCID,Min Xu2ORCID,He Yong1ORCID,Zhang Liang1ORCID,Zhou Jun2ORCID,Mo Linjian1ORCID,Gu Jinjie1ORCID,Liu Zhongyi1ORCID,Zhong Wenliang1ORCID,Zhang Guannan1ORCID,Li Chenliang3ORCID,Yuan Fajie4ORCID

Affiliation:

1. Ant Group, Hangzhou, China

2. Ant Group, Beijing, China

3. Wuhan University, Wuhan, China

4. Westlake University, Hangzhou, China

Publisher

ACM

Reference39 articles.

1. Andrew P Bradley. 1997. The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern recognition, Vol. 30, 7 (1997), 1145--1159.

2. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877--1901.

3. POG: Personalized Outfit Generation for Fashion Recommendation at Alibaba iFashion

4. Yu Cheng, Yunzhu Pan, Jiaqi Zhang, Yongxin Ni, Aixin Sun, and Fajie Yuan. 2023. An Image Dataset for Benchmarking Recommender Systems with Raw Pixels. arXiv preprint arXiv:2309.06789 (2023).

5. Zeyu Cui, Jianxin Ma, Chang Zhou, Jingren Zhou, and Hongxia Yang. 2022. M6-rec: Generative pretrained language models are open-ended recommender systems. arXiv preprint arXiv:2205.08084 (2022).

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