Personalized Generation In Large Model Era: A Survey

Understand

In the era of large models, content generation is gradually shifting to Personalized Generation (PGen), tailoring content to individual preferences and needs.

• This paper presents the first comprehensive survey on PGen, investigating existing research in this rapidly growing field.
• We conceptualize PGen from a unified perspective, systematically formalizing its key components, core objectives, and abstract workflows.
• Based on this unified perspective, we propose a multi-level taxonomy, offering an in-depth review of technical advancements, commonly used datasets, and evaluation metrics across multiple modalities, personalized contexts, and tasks.