3 papers
cs.LG2026
Where the Score Lives: A Wavelet View of Diffusion
Emma Finn, Binxu Wang, T. Anderson Keller +1
Score-based generative models have had remarkable success over the last decade in generating a diverse set of visually plausible images. A variety of architectures including CNNs,…
cs.LG2025
Origins of Creativity in Attention-Based Diffusion Models
Emma Finn, T. Anderson Keller, Manos Theodosis +1
As diffusion models have become the tool of choice for image generation and as the quality of the images continues to improve, the question of how `creativity' originates in diffus…
cs.CV2024
Learning Artistic Signatures: Symmetry Discovery and Style Transfer
Emma Finn, T. Anderson Keller, Emmanouil Theodosis +1
Despite nearly a decade of literature on style transfer, there is no undisputed definition of artistic style. State-of-the-art models produce impressive results but are difficult t…