An analytic theory of creativity in convolutional diffusion models

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An analytic theory of creativity in convolutional diffusion models

28 December 2024

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Papers citing "An analytic theory of creativity in convolutional diffusion models"

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Title
Elucidating the representation of images within an unconditional diffusion model denoiser Zahra Kadkhodaie Stéphane Mallat Eero P. Simoncelli DiffM 61 0 0 02 Jun 2025
GuessBench: Sensemaking Multimodal Creativity in the Wild Zifeng Zhu Shangbin Feng Herun Wan Ningnan Wang Minnan Luo Yulia Tsvetkov MLLM CoGe VLM 82 0 0 01 Jun 2025
What Do You Need for Diverse Trajectory Stitching in Diffusion Planning? Quentin Clark Florian Shkurti 768 0 0 23 May 2025
Bigger Isn't Always Memorizing: Early Stopping Overparameterized Diffusion Models Alessandro Favero Antonio Sclocchi Matthieu Wyart DiffM 79 0 0 22 May 2025
Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction Vaishnavh Nagarajan Chen Henry Wu Charles Ding Aditi Raghunathan 119 0 0 21 Apr 2025
Generalization through variance: how noise shapes inductive biases in diffusion models John J. Vastola DiffM 486 5 0 16 Apr 2025
Diffusion Models for Cayley Graphs Michael R. Douglas Cristofero Fraser-Taliente 83 0 0 07 Mar 2025
Synthetic Data is an Elegant GIFT for Continual Vision-Language Models Bin Wu Wuxuan Shi Jinqiao Wang Mang Ye CLL VLM 89 0 0 06 Mar 2025
On the Interpolation Effect of Score Smoothing Zhengdao Chen DiffM 145 1 0 26 Feb 2025
On Memorization in Diffusion Models Xiangming Gu Chao Du Tianyu Pang Chongxuan Li Min Lin Ye Wang DiffM TDI 343 55 0 21 Feb 2025
How Compositional Generalization and Creativity Improve as Diffusion Models are Trained Alessandro Favero Antonio Sclocchi Francesco Cagnetta Pascal Frossard Matthieu Wyart DiffM CoGe 110 6 0 17 Feb 2025
Understanding Representation Dynamics of Diffusion Models via Low-Dimensional Modeling Xiao Li Zekai Zhang Xiang Li Siyi Chen Zhihui Zhu Peng Wang Qing Qu DiffM 189 1 0 09 Feb 2025
Density Ratio Estimation with Conditional Probability Paths Hanlin Yu Arto Klami Aapo Hyvarinen Anna Korba Omar Chehab 145 0 0 04 Feb 2025
Closed-Form Diffusion Models Christopher Scarvelis Haitz Sáez de Ocáriz Borde Justin Solomon DiffM 189 12 0 19 Oct 2023