We tell them the space of possible symmetries (e.g., affine); the algorithm discovers which (e.g., translation, or some translations).
RESEARCH
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Learning Symmetries: Discovering Constraints in Phenomenon Modeling
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The prior is that there's a space of symmetries the phenomenon being modeled may obey (e.g., affine), and the learning task is to discover which (e.g., only translations, or only some translations).
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Controlled Perturbation: Function Application as Risk Factor
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But in reality you may fail when you try to do f(X), so doing it is effectively just another perturbation, albeit under your control.
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Rung 3 Model: Conditioning on Evidence and Counterfactuals
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All rung 3 requires is a model that lets you condition on arbitrary evidence, including counterfactuals. To learn the model you need inductive biases / prior assumptions, which are necessary and sufficient for all rungs and may or may not include a theory of causality.
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Permutation Invariance: Operating on Unordered Sets
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Permutation invariance lets you operate on (unordered) sets. It's not a symbol manipulation apparatus per se.
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Algorithms for Learning Symmetries Save Data in Machine Learning
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We have algorithms for learning symmetries, and using them saves a lot of data. E.g.: https://
homes.cs.washington.edu/~pedrod/papers
/nips14.pdf
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32 Years Since WorldWideWeb Proposal by Berners-Lee Cailliau
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32 years ago today Tim Berners-Lee and Robert Cailliau emailed colleagues outlining a proposal for a hypertext project that they dubbed "WorldWideWeb." https://
w3.org/Proposal.html (v/@w3c) #tdih #todayintech #WWW -
Funding AGI Research Through Commercial Products and Business
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What's wrong with selling products and doing business in order to fund important research? This is what we've been doing since 20 years at http://
MONTREAL.AI : we never wanted ANY external funding #AGI #MontrealAI -
System of Constrained Policy Optimization in Machine Learning
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System of Constrained Policy Optimization. @rachelevagordon #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #Python #RStats #TensorFlow #JavaScript #ReactJS #GoLang #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode https://
bit.ly/3hFaMNx -
Alan Turing Defined Computing 85 Years Ago Today
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Alan Turing first defined what’s now the Turing Machine 85 years ago #otd, shaping how machines compute info. today: http://
bit.ly/2zz5Lik Image v/Godrey Argent Studio & The Royal Society