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“Towards Guaranteed Safe AI: A Framework for Ensuring Robust and Reliable AI Systems” by Gunnar_Zarncke


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Authors: David "davidad" Dalrymple, Joar Skalse, Yoshua Bengio, Stuart Russell, Max Tegmark, Sanjit Seshia, Steve Omohundro, Christian Szegedy, Ben Goldhaber, Nora Ammann, Alessandro Abate, Joe Halpern, Clark Barrett, Ding Zhao, Tan Zhi-Xuan, Jeannette Wing, Joshua Tenenbaum

Abstract:

Ensuring that AI systems reliably and robustly avoid harmful or dangerous behaviours is a crucial challenge, especially for AI systems with a high degree of autonomy and general intelligence, or systems used in safety-critical contexts. In this paper, we will introduce and define a family of approaches to AI safety, which we will refer to as guaranteed safe (GS) AI. The core feature of these approaches is that they aim to produce AI systems which are equipped with high-assurance quantitative safety guarantees. This is achieved by the interplay of three core components: a world model (which provides a mathematical description of how the AI system affects the outside [...]

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First published:

May 16th, 2024

Source:

https://www.lesswrong.com/posts/wvgwYQv9B4jioqgqg/towards-guaranteed-safe-ai-a-framework-for-ensuring-robust

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Narrated by TYPE III AUDIO.

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