4 papers
NOVA: A Verification-Aware Agent Harness for Architecture Evolution in Industrial Recommender Systems
Shaohua Liu, Liang Fang, Yilong Sun +16
Industrial advertising recommender systems are continually improved through architecture modifications, yet production iteration remains expert-intensive because coordinated change…
BannerAgency: Advertising Banner Design with Multimodal LLM Agents
Heng Wang, Yotaro Shimose, Shingo Takamatsu
Advertising banners are critical for capturing user attention and enhancing advertising campaign effectiveness. Creating aesthetically pleasing banner designs while conveying the c…
DesignLab: Designing Slides Through Iterative Detection and Correction
Jooyeol Yun, Heng Wang, Yotaro Shimose +2
Designing high-quality presentation slides can be challenging for non-experts due to the complexity involved in navigating various design choices. Numerous automated tools can sugg…
Mirror in the Model: Ad Banner Image Generation via Reflective Multi-LLM and Multi-modal Agents
Zhao Wang, Bowen Chen, Yotaro Shimose +3
Recent generative models such as GPT-4o have shown strong capabilities in producing high-quality images with accurate text rendering. However, commercial design tasks like advertis…