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.
@yudapearl 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.
Digital computers do not have the inductive biases to navigate the complex and messy world of life. Look around, have you seen a machine with the autonomy of a honey bee? They simply have no grounding in life.
General intelligence emerges out of things that are alive. To construct a synthetic general intelligence requires the kind of algorithm that organically grows itself from the inside out.
Which requires the kind of inductive biases that are organic in nature. https://t.co/64gYeKBtI2
So what this reveals is that an inductive bias is an emergent feature of a complex process. Just like the wetness of water. It is interesting to identify these biases, but they aren't the process themselves. They are how we describe the process.
Things that our brains can identify are things that exhibit recurring patterns. We feel the wetness of water because that wetness repeats itself every time we feel water. This causation invariance in nature forges the causality reasoning necessary for navigating a messy world.
An inductive bias is the identifiable recurring thought process (i.e. habits) the brain has developed in the process of its own constructive development while growing into this world.
This said one should never mistake the map from the actual territory. A cognitive bias developed by too many is to confuse the two.
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Every single public defender. Every single day.


Bail arguments, motions, oral arguments, hearings. Judges don’t know, follow, or care about the law. Prosecutors are willing to take advantage of it. And mandatory minimums, withheld evidence, & pretrial detention coerces people to plead before trial. When theres a jury. A shot.

But defenders still fight. And still win. Most times wins aren’t “Justice.” It’s power of repetition of argument in front of same judges. Introducing those in power to the people they oppress. Not just a RAP sheet or words on a page. Defenders make it harder to be brutal & cruel.

I worked as a public defender at an office as well resourced as any in the country. Social workers, team of investigators, a reentry team, support staff, specialist attorneys in immigration, housing, education, family. Relatively low caseloads (80-100). And yet still injustice.

Most think that balancing the scales of justice means more funding for defenders. Thats part of it. Enough a attorneys to actually be at bail hearings. Wrap around services to be able to help people trapped in the system end up better off in their communities. Lower caseloads.

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