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Glossary of Specialized Terms 331
document IMAGES-002-HOUSE_OVERSIGHT_013247.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Glossary of Specialized Terms 331 Embodied Communication Prior: The class of prior distributions over (goal, environ- ment pairs), that are imposed by placing an intelligent system in an environment where most of its tasks involve controlling a spatially localized body in a comp...

This observation helps clarify my hypothesis that job learning costs no time that
document IMAGES-001-HOUSE_OVERSIGHT_011029.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

This observation helps clarify my hypothesis that job learning costs no time that might otherwise have been spent earning pay. My deeper meaning is that invested learning and maintenance learning are the same process costing the same time but with different economic effect, much...

scientists are doing science, especially in such data-intensive sciences as sociology and
document IMAGES-004-HOUSE_OVERSIGHT_016830.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

scientists are doing science, especially in such data-intensive sciences as sociology and epidemiology, for which causal models have become a second language. These disciplines view their linguistic transformation as the Causal Revolution. As Harvard social scientist Gary King pu...

Re: Mechanisms for learning
email IMAGES-008-HOUSE_OVERSIGHT_025949.txt Jul 23, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

From: Joscha 82h Sent: 7/23/2016 7:02:30 AM To: Jeffrey Epstein [[email protected]] Subject: Re: Mechanisms for learning Importance: — High Some thoughts I meant to send back for a long time: no worry, ifiunderstand correctly you are suggsting there are layers 1 through...

and have the results analyzed by the various stakeholders—trather like elected legislatures
document IMAGES-004-HOUSE_OVERSIGHT_016944.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

and have the results analyzed by the various stakeholders—trather like elected legislatures were originally intended to do. If we have the data that go into and out of each decision, we can easily ask, Is this a fair algorithm? Is this AI doing things that we as humans believe a...

GEOP: Goal Evaluator Operating Procedure (in a GOLEM context)
document IMAGES-002-HOUSE_OVERSIGHT_013242.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

w NO fon A Glossary GB: Global Brain GEOP: Goal Evaluator Operating Procedure (in a GOLEM context) GIS: Geospatial Information System GOLEM: Goal-Oriented LEarning Meta-architecture GP: Genetic Programming HOI: Higher-Order Inference HOPLN: Higher-Order PLN HR: Historical...

What Can’t You Teach? 37
document IMAGES-007-HOUSE_OVERSIGHT_023783.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

What Can’t You Teach? 37 The bottom line here is one of initial belief systems and fundamental personality characteristics, coupled with the notion of truly held goals. You cannot teach someone something that: e does not help them achieve some goal they actually hold e is not...

actually exists, or may not see it at all
document IMAGES-006-HOUSE_OVERSIGHT_021341.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

actually exists, or may not see it at all. This is true of the relative difficulty that people have seeing other minds compared to one’s own, in ways that are sometimes very subtle and surprising. For instance, we tend to evaluate ourselves by consulting our mindful intentions, b...

5.3 An Architecture Diagram for Human-Like General Intelligence 97
document IMAGES-002-HOUSE_OVERSIGHT_013013.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

5.3 An Architecture Diagram for Human-Like General Intelligence 97 One possible negative reaction to the integrative diagram might be to say that it’s a kind of Frankenstein monster diagram, piecing together aspects of different theories in a way that violates the theoretical no...

16.4 Task-Based Assessment in AGI Preschool 295
document IMAGES-002-HOUSE_OVERSIGHT_013211.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

16.4 Task-Based Assessment in AGI Preschool 295 16.4 Task-Based Assessment in AGI Preschool Professional pedagogues such as [CMO07] discuss evaluation of early childhood learning as in- tended to assess both specific curriculum content knowledge as well as the child’s learning...

Re: Mechanisms for learning
email IMAGES-008-HOUSE_OVERSIGHT_026393.txt Jul 23, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

From: jeffrey E. [[email protected]] Sent: 7/23/2016 8:41:23 AM To: Joscha Bach a | Subject: Re: Mechanisms for learning Importance: — High gender differenece. unlikely motivational. every cell is different. size is didfferent. . the more radical idea is that brains are t...

The Computational Structure of Mental Representation
document TEXT-001-HOUSE_OVERSIGHT_027004.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

1 The Computational Structure of Mental Representation Joscha Bach [email protected] Berlin, February 26th, 2013 Now is the time for starting a new Artificial Intelligence initiative. What is the mind? –this is arguably the most interesting question that our species can a...

reasoning without having to hire a programmer for each problem. Wiener recognized the
document IMAGES-003-HOUSE_OVERSIGHT_016337.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

reasoning without having to hire a programmer for each problem. Wiener recognized the role of feedback in machine learning, but he missed the key role of representation. It’s not possible to store all possible images in a self-driving car, or all possible sounds in a conversation...