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102 5 A Generic Architecture of Human-Like Cognition
document IMAGES-002-HOUSE_OVERSIGHT_013018.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

102 5 A Generic Architecture of Human-Like Cognition touch and smell (the latter being better modeled as something like an asymmetric Hopfield net, prone to frequent chaotic dynamics [LLW~05]) — these may also cross-connect with each other and with the more hierarchical perceptu...

228 12 The Engineering and Development of Ethics
document IMAGES-002-HOUSE_OVERSIGHT_013144.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

228 12 The Engineering and Development of Ethics the AGI are not the only source of concern. Immorality in AGIs might arise via learning gross moral hypocrisy from humans, through observing the blatant contradictions between our high minded principles and the ways in which we ac...

6.6 Analysis and Synthesis Processes in CogPrime 115
document IMAGES-002-HOUSE_OVERSIGHT_013031.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

6.6 Analysis and Synthesis Processes in CogPrime 115 Where analysis is concerned: e PLN inference, acting on declarative knowledge, is used for estimating the probability of the implication in the cognitive schematic, given fixed C, P and G. Episodic knowledge is also used in t...

doing because we designed the algorithms at their heart. So when our computers
document IMAGES-004-HOUSE_OVERSIGHT_016935.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

doing because we designed the algorithms at their heart. So when our computers generate a result, we feel that we intellectually grasp it. The new machine-learning programs are different. Having recognized patterns via deep neural networks, they come up with conclusions, and we...

11.3. School Partnerships Unit (3% of Pro Forma FYE December 31, 2005 Revenue)
document IMAGES-008-HOUSE_OVERSIGHT_024517.txt Dec 31, 2005 House Oversight Committee — Epstein Estate Records (Nov 2025)

11.3. School Partnerships Unit (3% of Pro Forma FYE December 31, 2005 Revenue) Through the School Partnerships Unit, KLC OpCo provides customized before and after school educational enrichment and recreational programs for school age and preschool children in partnership with el...

68 4 Brief Survey of Cognitive Architectures
document IMAGES-002-HOUSE_OVERSIGHT_012984.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

68 4 Brief Survey of Cognitive Architectures Hierarchical control system | sensor | | actuator | sensor actuator sensations] actions sensations actions y ¥ Controlled system, controlled process, or environment \ ' | Fig. 4.5: A standard, general-purpose hierarchical control...

Twelve Cognitive Processes That Underlie Learning 53
document IMAGES-007-HOUSE_OVERSIGHT_023799.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Twelve Cognitive Processes That Underlie Learning 53 these subconscious choices, then there is no need to fix anything. But often we might behave differently in how we treat others, if we real- ized what we were doing. Getting along with people is a very big part of life. Each o...

Roger Schank is the CEO of Socratic Arts and Managing Director of
document IMAGES-007-HOUSE_OVERSIGHT_023969.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

(G About the Author Roger Schank is the CEO of Socratic Arts and Managing Director of Engines for Education. He was Chief Education Officer of Carnegie Mellon West, Distinguished Career Professor in the School of Com- puter Science at Carnegie Mellon University, and Chief Learn...

4.4 Hybrid Cognitive Architectures 77
document IMAGES-002-HOUSE_OVERSIGHT_012993.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

4.4 Hybrid Cognitive Architectures 77 Monolithic:symbolic component "sits on top of" neural component and World < > Neural | a, = | Symbolic Hybrid:neural and symbolic components confront the world side by side a > Neural A World ¥ « » | Symbolic | Tightly interactive hybrid:ne...

Alison Gopnik is a developmental psychologist at UC Berkeley; her books include The
document IMAGES-003-HOUSE_OVERSIGHT_016372.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Als VERSUS FOUR-YEAR-OLDS Alison Gopnik Alison Gopnik is a developmental psychologist at UC Berkeley; her books include The Philosophical Baby and, most recently, The Gardener and the Carpenter: What the New Science of Child Development Tells Us About the Relationship Between Pa...

Alison Gopnik is a developmental psychologist at UC Berkeley; her books include The
document IMAGES-004-HOUSE_OVERSIGHT_016955.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Als VERSUS FOUR-YEAR-OLDS Alison Gopnik Alison Gopnik is a developmental psychologist at UC Berkeley; her books include The Philosophical Baby and, most recently, The Gardener and the Carpenter: What the New Science of Child Development Tells Us About the Relationship Between Pa...

Glossary of Specialized Terms 337
document IMAGES-002-HOUSE_OVERSIGHT_013253.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Glossary of Specialized Terms 337 MOSES (Meta-Optimizing Semantic Evolutionary Search): An algorithm for proce- dure learning, which in the current implementation learns programs in the Combo language. MOSES is an evolutionary learning system, which differs from typical genetic...

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...