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Multimodal pretraining, adaptation, and generation for recommendation: A survey
Personalized recommendation serves as a ubiquitous channel for users to discover
information tailored to their interests. However, traditional recommendation models primarily …
information tailored to their interests. However, traditional recommendation models primarily …
Efficient diffusion models: A comprehensive survey from principles to practices
Z Ma, Y Zhang, G Jia, L Zhao, Y Ma, M Ma… - arxiv preprint arxiv …, 2024 - arxiv.org
As one of the most popular and sought-after generative models in the recent years, diffusion
models have sparked the interests of many researchers and steadily shown excellent …
models have sparked the interests of many researchers and steadily shown excellent …
Multimodal pretraining and generation for recommendation: A tutorial
Personalized recommendation stands as a ubiquitous channel for users to explore
information or items aligned with their interests. Nevertheless, prevailing recommendation …
information or items aligned with their interests. Nevertheless, prevailing recommendation …
Retrieval-augmented layout transformer for content-aware layout generation
Content-aware graphic layout generation aims to automatically arrange visual elements
along with a given content such as an e-commerce product image. In this paper we argue …
along with a given content such as an e-commerce product image. In this paper we argue …
Dreamstruct: Understanding slides and user interfaces via synthetic data generation
Enabling machines to understand structured visuals like slides and user interfaces is
essential for making them accessible to people with disabilities. However, achieving such …
essential for making them accessible to people with disabilities. However, achieving such …
Visual layout composer: Image-vector dual diffusion model for design layout generation
This paper proposes an image-vector dual diffusion model for generative layout design.
Distinct from prior efforts that mostly ignore element-level visual information our approach …
Distinct from prior efforts that mostly ignore element-level visual information our approach …
Graphic design with large multimodal model
In the field of graphic design, automating the integration of design elements into a cohesive
multi-layered artwork not only boosts productivity but also paves the way for the …
multi-layered artwork not only boosts productivity but also paves the way for the …
Desigen: A pipeline for controllable design template generation
Templates serve as a good starting point to implement a design (eg banner slide) but it takes
great effort from designers to manually create. In this paper we present Desigen an …
great effort from designers to manually create. In this paper we present Desigen an …
LayoutFlow: flow matching for layout generation
Finding a suitable layout represents a crucial task for diverse applications in graphic design.
Motivated by simpler and smoother sampling trajectories, we explore the use of Flow …
Motivated by simpler and smoother sampling trajectories, we explore the use of Flow …
Posterllava: Constructing a unified multi-modal layout generator with llm
Layout generation is the keystone in achieving automated graphic design, requiring
arranging the position and size of various multi-modal design elements in a visually …
arranging the position and size of various multi-modal design elements in a visually …