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vkrakovna.wordpress.com
| | www.lesswrong.com
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| | Introduction You open the Alignment Forum one day, and a new post stares at you. By sheer luck you have some time, so you actually read it. And then...
| | www.greaterwrong.com
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| | This is a review post of public work in AI alignment over 2019, with some inclusions from 2018. It has this preamble (~700 words), a short version / summary (~1.6k words), and a long version (~8.3k words). It is available as a Google Doc here. There are many areas of work that are relevant to AI alignment that I have barely touched on, such as interpretability, uncertainty estimation, adversarial examples, and assured autonomy, primarily because I have not been following these fields and wouldn't be able to write a good summary of what has happened in them. I have also mostly focused on articles that provide some conceptual insight, and excluded or briefly linked to papers that primarily make quantitative improvements on important metrics. While such papers ...
| | www.greaterwrong.com
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| | Find all Alignment Newsletter resources here. In particular, you can sign up, or look through this spreadsheet of all summaries that have ever been in the newsletter. I'm always happy to hear feedback; you can send it to me by replying to this email. Audio version here (may not be up yet). Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model (Julian Schrittwieser et al) (summarized by Nicholas): Up until now, model-free RL approaches have been state of the art at visually rich domains such as Atari, while model-based RL has excelled for games which require planning many steps ahead, such as Go, chess, and shogi. This paper attains state of the art performance on Atari using a model-based approach, MuZero, while matching AlphaZero (AN #36) at...
| | leonfurze.com
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| This is the second post in a series exploring the nine areas of AI ethics outlined in this original post. Each post goes into detail on the ethical concern and provides practical ways to discuss these issues in a variety of subject areas. For the first post on bias and discrimination, click here. The original [...]