Intriguing properties of data attribution on diffusion models

• Main Authors: ZHENG, Xiaosen, PANG, Tianyu, DU, Chao, JIANG, Jing, LIN, Min
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/9271; https://ink.library.smu.edu.sg/context/sis_research/article/10271/viewcontent/2311.00500v2.pdf
• Institution: Singapore Management University

Data attribution seeks to trace model outputs back to training data. With the recent development of diffusion models, data attribution has become a desired module to properly assign valuations for high-quality or copyrighted training samples, ensuring that data contributors are fairly compensated or...