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We identify a fundamental incompatibility between the goals of accuracy, trust, and human-level reasoning in artificial intelligence (AI) systems, for strict mathematical definitions of these notions. We define accuracy of a system as the…

Machine Learning · Computer Science 2026-05-11 Rina Panigrahy , Vatsal Sharan

In this paper, I put forward that in many instances, thinking mechanisms are equivalent to artificial intelligence modules programmed into the human mind.

Artificial Intelligence · Computer Science 2013-11-05 Michael Swan Laufer

Recent neural network architectures have claimed to explain data from the human visual cortex. Their demonstrated performance is however still limited by the dependence on exploiting low-level features for solving visual tasks. This…

Computer Vision and Pattern Recognition · Computer Science 2022-05-30 Dakarai Crowder , Girik Malik

The human's cognitive capacity for problem solving is always limited to his/her educational background, skills, experiences, etc. Hence, it is often insufficient to bring solution to extraordinary problems especially when there is a time…

Artificial Intelligence · Computer Science 2022-10-18 Ahmet Orun

We propose a theory that relates difficulty of learning in deep architectures to culture and language. It is articulated around the following hypotheses: (1) learning in an individual human brain is hampered by the presence of effective…

Machine Learning · Computer Science 2012-11-30 Yoshua Bengio

This essay explores the limits of Turing machines concerning the modeling of minds and suggests alternatives to go beyond those limits.

Artificial Intelligence · Computer Science 2011-10-14 Carlos Gershenson

Order exists in the world. The intelligence process enables us to realize that order, to some extent. We provide a high level description of intelligence using simple definitions, basic building blocks, a conceptual framework and general…

Neurons and Cognition · Quantitative Biology 2018-03-09 Paul Yaworsky

In this paper we consider the nature of the machine intelligences we have created in the context of our human intelligence. We suggest that the fundamental difference between human and machine intelligence comes down to \emph{embodiment…

Artificial Intelligence · Computer Science 2017-05-24 Neil D. Lawrence

There is a cognitive limit in Human Mind. This cognitive limit has played a decisive role in almost all fields including computer sciences. The cognitive limit replicated in computer sciences is responsible for inherent Computational…

Other Computer Science · Computer Science 2022-12-22 Asad Malik

For an artificial intelligence (AI) to be aligned with human values (or human preferences), it must first learn those values. AI systems that are trained on human behavior, risk miscategorising human irrationalities as human values -- and…

Artificial Intelligence · Computer Science 2022-03-02 Rebecca Gorman , Stuart Armstrong

We are at the beginning of a new age in which artificial entities will perform significant amounts of high-level cognitive processing rivaling and even surpassing human thinking. The future belongs to those who can best collaborate with…

Human-Computer Interaction · Computer Science 2022-11-15 Ron Fulbright

Invention of artificial general intelligence is predicted to cause a shift in the trajectory of human civilization. In order to reap the benefits and avoid pitfalls of such powerful technology it is important to be able to control it.…

Computers and Society · Computer Science 2020-08-11 Roman V. Yampolskiy

Along with the development of modern computing technology and social sciences, both theoretical research and practical applications of social computing have been continuously extended. In particular with the boom of artificial intelligence…

Artificial Intelligence · Computer Science 2022-02-28 Wenxi Wang , Huansheng Ning , Feifei Shi , Sahraoui Dhelim , Weishan Zhang , Liming Chen

The paper discusses what is needed to address the limitations of current LLM-centered AI systems. The paper argues that incorporating insights from human cognition and psychology, as embodied by a computational cognitive architecture, can…

Artificial Intelligence · Computer Science 2024-01-22 Ron Sun

There is overwhelming evidence that human intelligence is a product of Darwinian evolution. Investigating the consequences of self-modification, and more precisely, the consequences of utility function self-modification, leads to the…

Artificial Intelligence · Computer Science 2016-09-08 Telmo Menezes

In this paper I will discuss the properties of the Algorithmic Complexity, presenting the most relevant properties. The related concept of logical depth is also introduced. These properties will be used to study the problem of learning from…

Statistical Mechanics · Physics 2007-05-23 Giorgio Parisi

Given that Artificial Intelligence (AI) increasingly permeates our lives, it is critical that we systematically align AI objectives with the goals and values of humans. The human-AI alignment problem stems from the impracticality of…

Computers and Society · Computer Science 2022-07-05 John Nay , James Daily

Mathematical reasoning---a core ability within human intelligence---presents some unique challenges as a domain: we do not come to understand and solve mathematical problems primarily on the back of experience and evidence, but on the basis…

Machine Learning · Computer Science 2019-04-03 David Saxton , Edward Grefenstette , Felix Hill , Pushmeet Kohli

Autonomous lifelong development and learning is a fundamental capability of humans, differentiating them from current deep learning systems. However, other branches of artificial intelligence have designed crucial ingredients towards…

Artificial Intelligence · Computer Science 2017-12-06 Pierre-Yves Oudeyer

Traditionally, cognitive and computer scientists have viewed intelligence solipsistically, as a property of unitary agents devoid of social context. Given the success of contemporary learning algorithms, we argue that the bottleneck in…

Artificial Intelligence · Computer Science 2024-05-28 Edgar A. Duéñez-Guzmán , Suzanne Sadedin , Jane X. Wang , Kevin R. McKee , Joel Z. Leibo