Discovering causal relations and equations from data

G Camps-Valls, A Gerhardus, U Ninad, G Varando… - Physics Reports, 2023 - Elsevier
Physics is a field of science that has traditionally used the scientific method to answer
questions about why natural phenomena occur and to make testable models that explain the …

Autonomous discovery in the chemical sciences part I: Progress

CW Coley, NS Eyke, KF Jensen - … Chemie International Edition, 2020 - Wiley Online Library
This two‐part Review examines how automation has contributed to different aspects of
discovery in the chemical sciences. In this first part, we describe a classification for …

Dreamcoder: Bootstrapping inductive program synthesis with wake-sleep library learning

K Ellis, C Wong, M Nye, M Sablé-Meyer… - Proceedings of the …, 2021 - dl.acm.org
We present a system for inductive program synthesis called DreamCoder, which inputs a
corpus of synthesis problems each specified by one or a few examples, and automatically …

Building machines that learn and think like people

BM Lake, TD Ullman, JB Tenenbaum… - Behavioral and brain …, 2017 - cambridge.org
Recent progress in artificial intelligence has renewed interest in building systems that learn
and think like people. Many advances have come from using deep neural networks trained …

[图书][B] The artist in the machine: The world of AI-powered creativity

AI Miller - 2019 - books.google.com
An authority on creativity introduces us to AI-powered computers that are creating art,
literature, and music that may well surpass the creations of humans. Today's computers are …

DreamCoder: growing generalizable, interpretable knowledge with wake–sleep Bayesian program learning

K Ellis, L Wong, M Nye… - … of the Royal …, 2023 - royalsocietypublishing.org
Expert problem-solving is driven by powerful languages for thinking about problems and
their solutions. Acquiring expertise means learning these languages—systems of concepts …

Probability of discoveries between research fields to explain scientific and technological change

M Coccia - Technology in Society, 2022 - Elsevier
One of the fundamental problems in science is the understanding of discovery and
innovation process to explain scientific and technological change in society. The study …

[图书][B] Psychologie de la créativité-2e édition

T Lubart, C Mouchiroud, S Tordjman, F Zenasni - 2015 - books.google.com
Pièce centrale encore méconnue du fonctionnement humain, la créativité est sollicitée sitôt
qu'il s' agit, dans la vie personnelle et professionnelle, de résoudre de nouveaux problèmes …

Theories of creativity

A Kozbelt, RA Beghetto, MA Runco - The Cambridge handbook …, 2010 - books.google.com
The claim usually worded “moderation in all things” applies to many aspects of creativity. For
instance, autonomy is good for creativity and its development, but too much autonomy, and …

[图书][B] Data mining: concepts and techniques

J Han, J Pei, H Tong - 2022 - books.google.com
Data Mining: Concepts and Techniques, Fourth Edition introduces concepts, principles, and
methods for mining patterns, knowledge, and models from various kinds of data for diverse …