๐ As Artificial Intelligence becomes more pervasive, it is essential to diversify beyond closed proprietary AI systems for ensuring safety and security, unlocking the technologyโs benefits for all, and promoting diversity of visions and representation.
Withย Mozillaย &ย Columbia Institute of Global Politics, we brought together 40 leading AI scholars and practitioners in New York to create a framework for understanding and advancing openness in AI.
ย
Iโm pleased to share our collaborative paper:ย https://arxiv.org/pdf/2405.15802
ย
๐ก๐๐บ๐ฒ๐ฟ๐ผ๐๐ ๐ธ๐ฒ๐ ๐ถ๐ป๐๐ถ๐ด๐ต๐๐ ๐ฒ๐บ๐ฒ๐ฟ๐ด๐ฒ, ๐ถ๐ป๐ฐ๐น๐๐ฑ๐ถ๐ป๐ด:
1๏ธโฃ AI models are not just code; they are trained on massive datasets, deployed on intricate computing infrastructure, and accessed through diverse interfaces. Thus defining openness in AI is even more complex than for software.ย
2๏ธโฃ There will be different โformsโ of openness in AI. Beyond โopen washingโ and โopen bashingโ, this work seeks to highlight the diverse benefits of openness, such as enhancing reproducible research, fostering competition dynamism, and catalyzing unexpected innovations.
ย
3๏ธโฃ The paper introduces a descriptive framework that lays out the key tradeoffs and nuances for leveraging openness to promote transparency, accountability and safety in generative AI systems.
4๏ธโฃ As AI regulations emerge, policymakers need enhanced frameworks to navigate the evolving landscape effectively. Civil society, independent researchers, and regulators need tools to assess the risks of large-scale AI models and systems. Entrepreneurs, builders, and organizations seek guidelines for developing and releasing their models responsibly.ย
5๏ธโฃ Safety cannot be thoroughly addressed by merely scrutinizing AI models. The context and deployment environment are also essential to ensuring AI is safe, making it vital to differentiate between open models and open AI systems. The latter can incorporate additional safeguards and introduce additional risks that may not be present in AI models alone.
๐ This has been an incredible effort powered by a brilliant group of interdisciplinary authors (full list in comment) united by the belief in the importance of openness.ย
๐The upcoming international AI Summit in Paris, next February will emphasize the critical nature of this topic.ย
Comments