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

…ance, if we fix G, sometimes the best approach will be to collectively learn C' and P. This requires either a procedure learning method that works interactively with a declarative-knowledge-focused concept learning or reasoning method; or a declarative learning method that works...

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)

…thms 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 have no idea exactly how. When they...

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

…present temporal information with the same ease as spatial structure. Moreover, some key constraints are imposed on the learning schemes driving these architectures, namely the need for layer-by-layer training, and oftentimes pre-training. DeSTIN overcomes the limitations of prio...

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)

…ellon West, Distinguished Career Professor in the School of Com- puter Science at Carnegie Mellon University, and Chief Learning Of ficer of Trump University. He founded the renowned Institute for the Learning Sciences at Northwestern University, where he is John P. Ev- ans Profe...

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

…Tightly interactive hybrid:neural and symbolic components interact frequently, on the same time scale as their internal learning operations Fig. 4.8: Broad categories of neural-symbolic architecture Within the scope of hybrid neural-symbolic systems, there is another axis which...

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)

…tween Parents and Children. Everyone’s heard about the new advances in artificial intelligence, and especially machine learning. You’ve also heard utopian or apocalyptic predictions about what those advances mean. They have been taken to presage either immortality or the end of...

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)

…tween Parents and Children. Everyone’s heard about the new advances in artificial intelligence, and especially machine learning. You’ve also heard utopian or apocalyptic predictions about what those advances mean. They have been taken to presage either immortality or the end of...

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)

…cludes a special dimensional embedding space only for episodic knowledge, easing organization and recall. Evolutionary Learning: Learning that proceeds via the rough process of iterated differen- tial reproduction based on fitness, incorporating variations of reproduced entities...

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)

…l of everything that had been learned about it in all prior recorded history.” As I contemplate the success of machine learning and try to extrapolate it to the future of AI, I ask myself, “Are we aware of the basic limitations that were discovered in the causal-inference arena?...

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)

…erms of what they take in and what they put out, and AI should be no different. Next-Generation AI Current AI machine-learning algorithms are, at their core, dead simple stupid. They work, but they work by brute force, so they need hundreds of millions of samples. They work bec...