Towards Reliable Advertising Image Generation Using Human Feedback

Z Du, W Feng, H Wang, Y Li, J Wang, J Li… - … on Computer Vision, 2024 - Springer
In the e-commerce realm, compelling advertising images are pivotal for attracting customer
attention. While generative models automate image generation, they often produce …

Parallel Ranking of Ads and Creatives in Real-Time Advertising Systems

Z Yang, L Sang, H Wang, W Chen, L Wang… - Proceedings of the …, 2024 - ojs.aaai.org
Creativity is the heart and soul of advertising services. Effective creatives can create a win-
win scenario: advertisers each target users and achieve marketing objectives more …

Two-stage dynamic creative optimization under sparse ambiguous samples for e-commerce advertising

G Li, X Yang - SN Computer Science, 2024 - Springer
Ad creative is one of the main mediums for e-commerce advertising. Ad creative with good
visuals may increase a product's click-through rate (ctr). In recent years, unlike artificially …

End-to-end training of Multimodal Model and ranking Model

X Deng, L Xu, X Li, J Yu, E Xue, Z Wang… - arxiv preprint arxiv …, 2024 - arxiv.org
Traditional recommender systems heavily rely on ID features, which often encounter
challenges related to cold-start and generalization. Modeling pre-extracted content features …

Event-Aware Adaptive Clustering Uplift Network for Insurance Creative Ranking

W Tao, H Liu, X Li, Q Dai, H Wen, Z Chen - Proceedings of the 46th …, 2023 - dl.acm.org
In the classical e-commerce platforms, the personalized product-tying recommendation has
proven to be of great added value, which improves users' purchase willingness to product …

What image do you need? A two-stage framework for image selection in e-commerce

S You, C Wang, B Wu, J Liu, Q Lu, G Han… - … Proceedings of the ACM …, 2023 - dl.acm.org
In e-commerce, images are widely used to display more intuitive information about items.
Image selection significantly affects the user's click-through rate (CTR). Most existing work …

Generate E-commerce Product Background by Integrating Category Commonality and Personalized Style

H Wang, W Feng, Y Lu, Y Li, Z Zhang, J Lv… - arxiv preprint arxiv …, 2023 - arxiv.org
The state-of-the-art methods for e-commerce product background generation suffer from the
inefficiency of designing product-wise prompts when scaling up the production, as well as …

Advertising Creative Mining with Transformers

W Feng, B Guo, Z Zhang, Y Li, X Pang, W Wang… - Available at SSRN … - papers.ssrn.com
Most existing methods generate advertising creatives through manual design or based on
templates. However, these methods can not achieve a favorable balance between creative …