In this episode of Machine Learning Street Talk, Tim Scarfe, Connor Shorten and Yannic Kilcher react to Yoshua Bengio’s ICLR 2020 Keynote “Deep Learning Priors Associated with Conscious Processing”. Bengio takes on many future directions for research in Deep Learning such as the role of attention in consciousness, sparse factor graphs and causality, and the study of systematic generalization. Bengio also presents big ideas in Intelligence that border on the line of philosophy and practical machine learning. This includes ideas such as consciousness in machines and System 1 and System 2 thinking, as described in Daniel Kahneman’s book “Thinking Fast and Slow”. Similar to Yann LeCun’s half of the 2020 ICLR keynote, this talk takes on many challenging ideas and hopefully this video helps you get a better understanding of some of them! Thanks for watching! 

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Paper Links:

Link to Talk: https://iclr.cc/virtual_2020/speaker_7.html

The Consciousness Prior: https://arxiv.org/abs/1709.08568

Thinking Fast and Slow: https://www.amazon.com/Thinking-Fast-Slow-Daniel-Kahneman/dp/0374533555

Systematic Generalization: https://arxiv.org/abs/1811.12889

CLOSURE: Assessing Systematic Generalization of CLEVR Models: https://arxiv.org/abs/1912.05783

Neural Module Networks: https://arxiv.org/abs/1511.02799

Experience Grounds Language: https://arxiv.org/pdf/2004.10151.pdf

Benchmarking Graph Neural Networks: https://arxiv.org/pdf/2003.00982.pdf

On the Measure of Intelligence: https://arxiv.org/abs/1911.01547

Please check out our individual channels as well!

Machine Learning Dojo with Tim Scarfe: https://www.youtube.com/channel/UCXvHuBMbgJw67i5vrMBBobA

Yannic Kilcher: https://www.youtube.com/channel/UCZHmQk67mSJgfCCTn7xBfe

Henry AI Labs: https://www.youtube.com/channel/UCHB9VepY6kYvZjj0Bgxnpbw

00:00:00 Tim and Yannics takes

00:01:37 Intro to Bengio

00:03:13 System 2, language and Chomsky

00:05:58 Cristof Koch on conciousness

00:07:25 Francois Chollet on intelligence and consciousness

00:09:29 Meditation and Sam Harris on consciousness

00:11:35 Connor Intro

00:13:20 Show Main Intro

00:17:55 Priors associated with Conscious Processing

00:26:25 System 1 / System 2

00:42:47 Implicit and Verbalized Knowledge [DONT MISS THIS!]

01:08:24 Inductive Priors for DL 2.0

01:27:20 Systematic Generalization

01:37:53 Contrast with the Symbolic AI Program

01:54:55 Attention

02:00:25 From Attention to Consciousness

02:05:31 Thoughts, Consciousness, Language

02:06:55 Sparse Factor graph

02:10:52 Sparse Change in Abstract Latent Space

02:15:10 Discovering Cause and Effect

02:20:00 Factorize the joint distribution

02:22:30 RIMS: Modular Computation

02:24:30 Conclusion

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