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advances have begun to alter the climate and
document IMAGES-006-HOUSE_OVERSIGHT_021355.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Pa at Q »e | 109 ¢ advances have begun to alter the climate and thereby blurred the boundary between the human and the natural in another way. See for examples of this phenomenon, Bill McKibben, The End of Nature (New York: Random House, 1989). "Nicholas Epley, Adam Waytz, a...

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

…earning. Children do not enter the world able to think about other minds, but they learn to do so fairly quickly. At around three months of age, children start preferentially attending to animate objects compared to inanimate objects, and at around six months of age start to dist...

acknowledge that loneliness is not
document IMAGES-006-HOUSE_OVERSIGHT_021382.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

acknowledge that loneliness is not synonymous with social isolation but is a social pain that functions to motivate the formation and renewal of meaningful social relationships. When feelings of loneliness fail to accomplish their adaptive purpose, chronic loneliness may ensue. C...

ESil Origins - ‘February 24 ~ 26, 2017
document IMAGES-001-HOUSE_OVERSIGHT_011292.txt Feb 28, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

… Scientific Workshop Challenges of Artificial Intelligence: Envisioning and Addressing Adverse Outcomes ARIZONA STATE UNIVERSITY systems. Effective meaningful human control faces challenges with the interpretation and fusion of sensor signals and the understanding of humans of...

In the 1980s, Judea Pearl introduced a new approach to artificial intelligence called
document IMAGES-003-HOUSE_OVERSIGHT_016244.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…rtificial intelligence called Bayesian networks. This probability-based model of machine reasoning enabled machines to function—in a complex and uncertain world—as “evidence engines,’ continuously revising their beliefs in light of new evidence. Within a few years, Judea’s Bayes...

Anxiety, Substance Abuse, many sleep disorders such as Nightmare Disorder, etc., in addition to PTSD
document IMAGES-008-HOUSE_OVERSIGHT_025107.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…shows bi-directional causality between neuropsychiatric disorders and sleep disorders. This is a superb example of how fundamental science breakthroughs lead to clinical breakthroughs. This fact that REM is associated with emotional memories is nicely consistent with the apparent...

(3) Investments in AI should be accompanied by funding for research on ensuring
document IMAGES-003-HOUSE_OVERSIGHT_016287.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

(3) Investments in AI should be accompanied by funding for research on ensuring its beneficial use. ... How can we make future AI systems highly robust, so that they do what we want without malfunctioning or getting hacked.'® The first two involve not getting stuck in suboptimal...

Co-authored with Stephan Vladimir Bugaj
document IMAGES-002-HOUSE_OVERSIGHT_013205.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Chapter 16 AGI Preschool Co-authored with Stephan Vladimir Bugaj 16.1 Introduction In conversations with government funding sources or narrow AI researchers about AGI work, one of the topics that comes up most often is that of “evaluation and metrics” — i.e., AGI intelligence...

18.4 SelfModification via Theorem-Proving 323
document IMAGES-002-HOUSE_OVERSIGHT_013239.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…ompilation creates for a program is very “surface- level.” No one could read the supercompiled version of a program and understand what it was doing. Really deep self-invented AI innovation requires, we believe, another level of self modification beyond that provided by supercomp...

Entitlement Spending: While Beneficiaries From Aging Population
document IMAGES-006-HOUSE_OVERSIGHT_020885.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Entitlement Spending: While Beneficiaries From Aging Population Rose 2x From 1966 to 2009, Beneficiaries From Expanded Eligibility (Low-Income / Disabled) Rose 10x Combined Social Security + Medicare + Medicaid Enrollment by Old Age Group vs. Expanded Eligibility Group, 1966 -...

17.2 Measuring Incremental Progress Toward Human-Level AGI 313
document IMAGES-002-HOUSE_OVERSIGHT_013229.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…oy, but Ben gives it back to the robot. The robot should appropriately display anger at Cassio, and gratitude to Ben. e Understanding Emotion — Example task: Cassio and the robot are both building towers of blocks. Ben points at Cassio’s tower and expresses happiness. The robot s...