@inproceedings{aebf9ff33e844b9db4507c16a8fdbe63,
title = "Prediction: An Algorithmic Principle Meeting Neuroscience and Machine Learning Halfway",
abstract = "In this paper, we support the relevance of the collaboration and mutual inspiration between research in Artificial Intelligence and neuroscience to create truly intelligent and efficient systems. In contrast to the traditional top-down and bottom-up strategies designed to study and emulate the brain, we propose an alternative approach where these two strategies are met halfway, defining a set of algorithmic principles. We present prediction as a core algorithmic principle and advocate for applying the same approach to identify other neural principles which can constitute core mechanisms of new Machine Learning frameworks.",
keywords = "Prediction, Neuroscience, Reasoning, Algorithmic principles, Computation, Bottom-up, Top-down",
author = "Younes Bouhadjar and Caterina Moruzzi and Melika Payvand",
year = "2022",
month = sep,
day = "28",
language = "English",
series = "CEUR workshop proceedings",
publisher = "CEUR Workshop Proceedings",
pages = "46--52",
editor = "Alan Bundy and Denis Mareschal",
booktitle = "Proceedings of the 3rd Human-Like Computing Workshop (HLC 2022) co-located with the 2nd International Joint Conference on Learning and Reasoning (IJCLR 2022)",
}