AGI safety literature review

T Everitt, G Lea, M Hutter - arxiv preprint arxiv:1805.01109, 2018 - arxiv.org
The development of Artificial General Intelligence (AGI) promises to be a major event. Along
with its many potential benefits, it also raises serious safety concerns (Bostrom, 2014). The …

Intelligence explosion: Evidence and import

L Muehlhauser, A Salamon - Singularity hypotheses: A scientific and …, 2013 - Springer
In this chapter we review the evidence for and against three claims: that (1) there is a
substantial chance we will create human-level AI before 2100, that (2) if human-level AI is …

“Bringing Life to Learning”: A Study of Active Learning in Hospitality Education

S Chau, C Cheung - The Asia-Pacific Education Researcher, 2017 - Springer
Active learning connects students to the real life situations they will encounter in their future
jobs. In hospitality education, active learning implements various lively, fun activities to …

Self-predictive universal AI

E Catt, J Grau-Moya, M Hutter… - Advances in …, 2023 - proceedings.neurips.cc
Reinforcement Learning (RL) algorithms typically utilize learning and/or planning
techniques to derive effective policies. The integration of both approaches has proven to be …

Towards safe artificial general intelligence

T Everitt - 2019 - search.proquest.com
The field of artificial intelligence has recently experienced a number of breakthroughs thanks
to progress in deep learning and reinforcement learning. Computer algorithms now …

Bad universal priors and notions of optimality

J Leike, M Hutter - Conference on Learning Theory, 2015 - proceedings.mlr.press
A big open question of algorithmic information theory is the choice of the universal Turing
machine (UTM). For Kolmogorov complexity and Solomonoff induction we have invariance …

Universal knowledge-seeking agents for stochastic environments

L Orseau, T Lattimore, M Hutter - … , ALT 2013, Singapore, October 6-9 …, 2013 - Springer
We define an optimal Bayesian knowledge-seeking agent, KL-KSA, designed for countable
hypothesis classes of stochastic environments and whose goal is to gather as much …

Universal artificial intelligence: Practical agents and fundamental challenges

T Everitt, M Hutter - Foundations of trusted autonomy, 2018 - Springer
Foundational theories have contributed greatly to scientific progress in many fields.
Examples include Zermelo-Fraenkel set theory in mathematics, and universal Turing …

Self-modification of policy and utility function in rational agents

T Everitt, D Filan, M Daswani, M Hutter - … , AGI 2016, New York, NY, USA …, 2016 - Springer
Any agent that is part of the environment it interacts with and has versatile actuators (such as
arms and fingers), will in principle have the ability to self-modify–for example by changing its …

Intrinsic motivation in computational creativity applied to videogames

C Guckelsberger - 2020 - qmro.qmul.ac.uk
Computational creativity (CC) seeks to endow artificial systems with creativity. Although
human creativity is known to be substantially driven by intrinsic motivation (IM), most CC …