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In computer terms, I started out with a “generative model” that includes abstract
document IMAGES-004-HOUSE_OVERSIGHT_016957.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

In computer terms, I started out with a “generative model” that includes abstract concepts like greed and deception and describes the process that produces email scams. That lets me recognize the classic Nigerian email spam, but it also lets me imagine many different kinds of pos...

7.3 Toward a Formal Characterization of Real-World General Intelligence 137
document IMAGES-002-HOUSE_OVERSIGHT_013053.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

7.3 Toward a Formal Characterization of Real-World General Intelligence 137 7.3.2 Connecting Legg and Hutter’s Model of Intelligent Agents to the Real World A notable aspect of the Legg and Hutter formalism is the separation of the reward mechanism from the cognitive mechanisms...

with the goal of putting up a chic high-rise on the site. It’s markedly cheaper than
document IMAGES-006-HOUSE_OVERSIGHT_022436.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

with the goal of putting up a chic high-rise on the site. It’s markedly cheaper than Extell’s deal, in part because Icon started assembling properties in 2007. (Icon is working on a second high-rise as well as a shorter rental building in the same neck of the woods.) Just look t...

210 12 The Engineering and Development of Ethics
document IMAGES-002-HOUSE_OVERSIGHT_013126.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

210 12 The Engineering and Development of Ethics We realize this point may be somewhat contentious — a counter-argument would be that the human brain is known to support at least moderately ethical behavior, according to human ethical standards, whereas less brain-like AGI syste...

based, even though these other links can be processed via (e.g. PLN) logical inference via
document IMAGES-002-HOUSE_OVERSIGHT_013252.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

336 A Glossary based, even though these other links can be processed via (e.g. PLN) logical inference via interpreting them logically. e Lojban: A constructed human language, with a completely formalized syntax and a highly formalized semantics, and a small but active community...

Re: Mechanisms for learning
email TEXT-001-HOUSE_OVERSIGHT_026406.txt Jul 24, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

From: jeffrey E. [[email protected]] Sent: 7/24/2016 5:43:22 AM To: Joscha Bach Subject: Re: Mechanisms for learning you need workers as well as thinkers, you are focused on the individual. . focus on the group. . . you NEED distributions. On Sun, Jul 24, 2016 at 1:23 AM, Jos...

134 7 A Formal Model of Intelligent Agents
document IMAGES-002-HOUSE_OVERSIGHT_013050.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

134 7 A Formal Model of Intelligent Agents Context & Procedure — Goal and considered more formally as holds(C) & ex(P) > h, where h may be an externally specified goal g; or an internally specified goal h derived as a (possibly uncertain) subgoal of one of more gi; C is a piece...

2.5 Integrative and Synergetic Approaches to Artificial General Intelligence 29
document IMAGES-002-HOUSE_OVERSIGHT_012945.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

2.5 Integrative and Synergetic Approaches to Artificial General Intelligence 29 e a manipulatives center, with a variety of different objects of different shapes and sizes, intended to teach visual and motor skills e a ball play center: where balls are kept in chests and there...

academic panel at MIT missed the point: “(That is why it is called the Connection
document IMAGES-004-HOUSE_OVERSIGHT_018366.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

academic panel at MIT missed the point: “(That is why it is called the Connection Machine.)”189 Hillis’s ambition to build this device boiled in him while he was at MIT, and it finally outstripped what MIT could support, so he gathered a group of students and started a small com...

70 4 Brief Survey of Cognitive Architectures
document IMAGES-002-HOUSE_OVERSIGHT_012986.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

70 4 Brief Survey of Cognitive Architectures application of supervised learning algorithms such as recurrent neural networks. These cluster- ing and prediction processes occur separately in each node, but the nodes are linked together via bidirectional dynamics: each node feeds...

4.3 Emergentist Cognitive Architectures 7
document IMAGES-002-HOUSE_OVERSIGHT_012987.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

4.3 Emergentist Cognitive Architectures 7 critical role of building and maintaining a model of the state of the world. In a vision processing context, for example, it allows for powerful unsupervised classification. If shown a variety o real-world scenes, it will automatically f...

28 2 What Is Human-Like General Intelligence?
document IMAGES-002-HOUSE_OVERSIGHT_012944.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

28 2 What Is Human-Like General Intelligence? virtual agents in preschool-like virtual world environments, as well as commercial humanoid robot platforms such as the Nao (see Figure 2.1) or Robokind (2.2) in physical preschoollike robot labs. Another advantage of focusing on ch...

understood, and everything else is something the universal cortical learning figures out on its own
document IMAGES-008-HOUSE_OVERSIGHT_025958.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

understood, and everything else is something the universal cortical learning figures out on its own. This is a hypothesis that is shared by a growing number of people these days. In humans, it is reflected for instance by the fact that races with faster motor development have lo...

literally smarter on every level, and because the abilities of the higher levels depend on those of
document IMAGES-008-HOUSE_OVERSIGHT_025964.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

literally smarter on every level, and because the abilities of the higher levels depend on those of the lower levels, they can perform abstractions that mature gorillas will never learn, no matter how much we try to train them. The second set of mechanisms is in the motivational...