A good theory of consciousness is one that predicts behavior that is unexplained by other current theories of consciousness. Einstein's General Theory was given credence because it predicted the bending of light.
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Nice to discover Judea Pearl ask a fundamental question. What's an 'inductive bias'?
I crucial step on the road towards AGI is a richer vocabulary for reasoning about inductive biases.
explores the apparent impedance mismatch between inductive biases and causal reasoning. But isn't the logical thinking required for good causal reasoning also not an inductive bias?
An inductive bias is what C.S. Peirce would call a habit. It is a habit of reasoning. Logical thinking is like a Platonic solid of the many kinds of heuristics that are discovered.
The kind of black and white logic that is found in digital computers is critical to the emergence of today's information economy. This of course is not the same logic that drives the general intelligence that lives in the same economy.
Help! What precisely is "inductive bias"? Some ML researchers are in the opinion that the machine learning category of \u2018inductive biases\u2019 can allow us to build a causal understanding of the world. My Ladder of Causation says: "This is mathematically impossible". Who is right? 1/
— Judea Pearl (@yudapearl) February 14, 2021
I crucial step on the road towards AGI is a richer vocabulary for reasoning about inductive biases.
explores the apparent impedance mismatch between inductive biases and causal reasoning. But isn't the logical thinking required for good causal reasoning also not an inductive bias?
An inductive bias is what C.S. Peirce would call a habit. It is a habit of reasoning. Logical thinking is like a Platonic solid of the many kinds of heuristics that are discovered.
The kind of black and white logic that is found in digital computers is critical to the emergence of today's information economy. This of course is not the same logic that drives the general intelligence that lives in the same economy.
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I’ve asked Byers to clarify, but as I read this tweet, it seems that Bret Stephens included an unredacted use of the n-word in his column this week to make a point, and the column got spiked—maybe as a result?
Four times. The column used the n-word (in the context of a quote) four times. https://t.co/14vPhQZktB
For context: In 2019, a Times reporter was reprimanded for several incidents of racial insensitivity on a trip with high school students, including one in which he used the n-word in a discussion of racial slurs.
That incident became public late last month, and late last week, after 150 Times employees complained about how it had been handled, the reporter in question resigned.
In the course of all that, the Times' executive editor said that the paper does not "tolerate racist language regardless of intent.” This was the quote that Bret Stephens was pushing back against in his column. (Which, again, was deep-sixed by the paper.)
Stephens goes on in his column (which never saw light of day) to cite famous Lee Atwater quote that uses racial slur, and which NYT has cited \u201cat least seven times.\u201d
— Dylan Byers (@DylanByers) February 11, 2021
"Is this now supposed to be a scandal?\u201d he asks.
...
Four times. The column used the n-word (in the context of a quote) four times. https://t.co/14vPhQZktB
That is correct. In his draft he quotes Atwater using the word (4 times) and he does not redact it.
— Dylan Byers (@DylanByers) February 11, 2021
For context: In 2019, a Times reporter was reprimanded for several incidents of racial insensitivity on a trip with high school students, including one in which he used the n-word in a discussion of racial slurs.
That incident became public late last month, and late last week, after 150 Times employees complained about how it had been handled, the reporter in question resigned.
In the course of all that, the Times' executive editor said that the paper does not "tolerate racist language regardless of intent.” This was the quote that Bret Stephens was pushing back against in his column. (Which, again, was deep-sixed by the paper.)
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Viruses and other pathogens are often studied as stand-alone entities, despite that, in nature, they mostly live in multispecies associations called biofilms—both externally and within the host.
https://t.co/FBfXhUrH5d
Microorganisms in biofilms are enclosed by an extracellular matrix that confers protection and improves survival. Previous studies have shown that viruses can secondarily colonize preexisting biofilms, and viral biofilms have also been described.
...we raise the perspective that CoVs can persistently infect bats due to their association with biofilm structures. This phenomenon potentially provides an optimal environment for nonpathogenic & well-adapted viruses to interact with the host, as well as for viral recombination.
Biofilms can also enhance virion viability in extracellular environments, such as on fomites and in aquatic sediments, allowing viral persistence and dissemination.
Viruses and other pathogens are often studied as stand-alone entities, despite that, in nature, they mostly live in multispecies associations called biofilms—both externally and within the host.
https://t.co/FBfXhUrH5d
Microorganisms in biofilms are enclosed by an extracellular matrix that confers protection and improves survival. Previous studies have shown that viruses can secondarily colonize preexisting biofilms, and viral biofilms have also been described.
...we raise the perspective that CoVs can persistently infect bats due to their association with biofilm structures. This phenomenon potentially provides an optimal environment for nonpathogenic & well-adapted viruses to interact with the host, as well as for viral recombination.
Biofilms can also enhance virion viability in extracellular environments, such as on fomites and in aquatic sediments, allowing viral persistence and dissemination.