Towards Theoretical Understandings of Self-Consuming Generative Models

19 February 2024

Papers citing "Towards Theoretical Understandings of Self-Consuming Generative Models"

7 / 7 papers shown

Title
LLM as a Broken Telephone: Iterative Generation Distorts Information Amr Mohamed Mingmeng Geng Michalis Vazirgiannis Guokan Shang 64 1 0 27 Feb 2025
A Theoretical Perspective: How to Prevent Model Collapse in Self-consuming Training Loops Shi Fu Yingjie Wang Yuzhu Chen Xinmei Tian Dacheng Tao 48 1 0 26 Feb 2025
Shallow Diffuse: Robust and Invisible Watermarking through Low-Dimensional Subspaces in Diffusion Models Wenda Li Huijie Zhang Qing Qu WIGM 41 1 0 28 Oct 2024
A Theoretical Survey on Foundation Models Shi Fu Yuzhu Chen Yingjie Wang Dacheng Tao 21 0 0 15 Oct 2024
Understanding Hallucinations in Diffusion Models through Mode Interpolation Sumukh K. Aithal Pratyush Maini Zachary Chase Lipton J. Zico Kolter DiffM 40 19 0 13 Jun 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 49 22 0 22 Apr 2024
How Bad is Training on Synthetic Data? A Statistical Analysis of Language Model Collapse M. Seddik Suei-Wen Chen Soufiane Hayou Pierre Youssef Merouane Debbah 34 30 0 07 Apr 2024