#knowledge-infusion News & Analysis

Where Should Knowledge Enter? A Layered Framework for Knowledge Infusion in Multimodal Iterative Generative Mo

Researchers propose a four-layer framework for knowledge infusion in multimodal generative models, categorizing intervention points as surface, trajectory, latent, and parametric. Testing on diffusion models with safety constraints demonstrates that cumulative multi-layer approaches reduce knowledge-violating outputs by 71%, showing each layer addresses distinct failure modes.