AXRP - the AI X-risk Research Podcast

9 - Finite Factored Sets with Scott Garrabrant


Listen Later

Being an agent can get loopy quickly. For instance, imagine that we're playing chess and I'm trying to decide what move to make. Your next move influences the outcome of the game, and my guess of that influences my move, which influences your next move, which influences the outcome of the game. How can we model these dependencies in a general way, without baking in primitive notions of 'belief' or 'agency'? Today, I talk with Scott Garrabrant about his recent work on finite factored sets that aims to answer this question.

 

Topics we discuss:

 - 00:00:43 - finite factored sets' relation to Pearlian causality and abstraction

 - 00:16:00 - partitions and factors in finite factored sets

 - 00:26:45 - orthogonality and time in finite factored sets

 - 00:34:49 - using finite factored sets

 - 00:37:53 - why not infinite factored sets?

 - 00:45:28 - limits of, and follow-up work on, finite factored sets

 - 01:00:59 - relevance to embedded agency and x-risk

 - 01:10:40 - how Scott researches

 - 01:28:34 - relation to Cartesian frames

 - 01:37:36 - how to follow Scott's work

 

Link to the transcript: axrp.net/episode/2021/06/24/episode-9-finite-factored-sets-scott-garrabrant.html

 

Link to a transcript of Scott's talk on finite factored sets: alignmentforum.org/posts/N5Jm6Nj4HkNKySA5Z/finite-factored-sets

Scott's LessWrong account: lesswrong.com/users/scott-garrabrant

 

Other work mentioned in the discussion:

 - Causality, by Judea Pearl: bayes.cs.ucla.edu/BOOK-2K

 - Scott's work on Cartesian frames: alignmentforum.org/posts/BSpdshJWGAW6TuNzZ/introduction-to-cartesian-frames

...more
View all episodesView all episodes
Download on the App Store

AXRP - the AI X-risk Research PodcastBy Daniel Filan

  • 4.4
  • 4.4
  • 4.4
  • 4.4
  • 4.4

4.4

8 ratings


More shows like AXRP - the AI X-risk Research Podcast

View all
Making Sense with Sam Harris by Sam Harris

Making Sense with Sam Harris

26,377 Listeners

Conversations with Tyler by Mercatus Center at George Mason University

Conversations with Tyler

2,397 Listeners

Odd Lots by Bloomberg

Odd Lots

1,779 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

296 Listeners

Future of Life Institute Podcast by Future of Life Institute

Future of Life Institute Podcast

104 Listeners

Sean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas by Sean Carroll | Wondery

Sean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas

4,097 Listeners

ManifoldOne by Steve Hsu

ManifoldOne

87 Listeners

Last Week in AI by Skynet Today

Last Week in AI

281 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

88 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

354 Listeners

Robinson's Podcast by Robinson Erhardt

Robinson's Podcast

199 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

63 Listeners

"Upstream" with Erik Torenberg by Erik Torenberg

"Upstream" with Erik Torenberg

64 Listeners

"Econ 102" with Noah Smith and Erik Torenberg by Turpentine

"Econ 102" with Noah Smith and Erik Torenberg

136 Listeners

Complex Systems with Patrick McKenzie (patio11) by Patrick McKenzie

Complex Systems with Patrick McKenzie (patio11)

116 Listeners