An archival perspective on pretraining data
Alongside an explosion in research and development related to large language models,
there has been a concomitant rise in the creation of pretraining datasets—massive …
there has been a concomitant rise in the creation of pretraining datasets—massive …
CommonCanvas: Open Diffusion Models Trained on Creative-Commons Images
We train a set of open text-to-image (T2I) diffusion models on a dataset of curated Creative-
Commons-licensed (CC) images which yields models that are competitive with Stable …
Commons-licensed (CC) images which yields models that are competitive with Stable …
The Files are in the Computer: Copyright, Memorization, and Generative AI
AF Cooper, J Grimmelmann - arXiv preprint arXiv:2404.12590, 2024 - arxiv.org
A central issue in copyright lawsuits against generative-AI companies is the degree to which
a generative-AI model does or does not" memorize" the data it was trained on. Unfortunately …
a generative-AI model does or does not" memorize" the data it was trained on. Unfortunately …
Evaluating Copyright Takedown Methods for Language Models
Language models (LMs) derive their capabilities from extensive training on diverse data,
including potentially copyrighted material. These models can memorize and generate …
including potentially copyrighted material. These models can memorize and generate …
[PDF][PDF] Between Randomness and Arbitrariness: Some Lessons for Reliable Machine Learning at Scale (The Short Version)
AF Cooper - Available at SSRN 4860005, 2024 - afedercooper.info
This document contains the introductory chapter of the dissertation,“Between Randomness
and Arbitrariness: Some Lessons for Reliable Machine Learning at Scale,” which was …
and Arbitrariness: Some Lessons for Reliable Machine Learning at Scale,” which was …
International Scientific Report on the Safety of Advanced AI
We are in the midst of a technological revolution that will fundamentally alter the way we live,
work, and relate to one another. Artificial Intelligence (AI) promises to transform many …
work, and relate to one another. Artificial Intelligence (AI) promises to transform many …
[PDF][PDF] The Files are in the Computer: Copyright, Memorization, and Generative AI
AG AI - afedercooper.info
The Files are in the Computer: Copyright, Memorization, and Generative AI Page 1 The Files
are in the Computer: Copyright, Memorization, and Generative AI A. Feder Cooper* James …
are in the Computer: Copyright, Memorization, and Generative AI A. Feder Cooper* James …