Connectionists: New book on AI and human suffering
Aapo Hyvärinen
aapo.hyvarinen at helsinki.fi
Wed Jun 1 03:40:19 EDT 2022
Dear All,
I'm happy to announce that my new book is now available on arxiv at
https://arxiv.org/pdf/2205.15409 :
Title: "Painful intelligence: What AI can tell us about human suffering"
Abstract:
This book uses the modern theory of artificial intelligence (AI) to
understand human suffering or mental pain. Both humans and sophisticated
AI agents process information about the world in order to achieve goals
and obtain rewards, which is why AI can be used as a model of the human
brain and mind. This book intends to make the theory accessible to a
relatively general audience, requiring only some relevant scientific
background.
The book starts with the assumption that suffering is mainly caused by
frustration. Frustration means the failure of an agent (whether AI or
human) to achieve a goal or a reward it wanted or expected. Frustration
is inevitable because of the overwhelming complexity of the world,
limited computational resources, and scarcity of good data. In
particular, such limitations imply that an agent acting in the real
world must cope with uncontrollability, unpredictability, and
uncertainty, which all lead to frustration.
Fundamental in such modelling is the idea of learning, or adaptation to
the environment. While AI uses machine learning, humans and animals
adapt by a combination of evolutionary mechanisms and ordinary learning.
Even frustration is fundamentally an error signal that the system uses
for learning. This book explores various aspects and limitations of
learning algorithms and their implications regarding suffering.
At the end of the book, the computational theory is used to derive
various interventions or training methods that will reduce suffering in
humans. The amount of frustration is expressed by a simple equation
which indicates how it can be reduced. The ensuing interventions are
very similar to those proposed by Buddhist and Stoic philosophy, and
include mindfulness meditation. Therefore, this book can be interpreted
as an exposition of a computational theory justifying why such
philosophies and meditation reduce human suffering.
Link: https://arxiv.org/pdf/2205.15409
Aapo Hyvärinen
Professor of Computer Science
University of Helsinki
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