Discover Community Create You

Loading publication...

Noodle always counts identifier-free feature events for service operation. With your permission, Google Analytics can also estimate audience and engagement. Search text, publication identifiers, cookies, IP addresses and browser fingerprints are never included in Noodle's first-party event counters.

Privacy details

Article

What does evolution make? Learning in living lineages and machines.

Trends in genetics : TIG - 1 Jun 2025

Hartl Benedikt, Levin Michael

Abstract excerpt

How does genomic information unfold, to give rise to self-constructing living organisms with problem-solving capacities at all levels of organization? We review recent progress that unifies work in developmental genetics and machine learning (ML) to understand mapping of genes to traits. We emphasize the deep symmetries between evolution and learning, which cast the genome as instantiating a generative model. The...

Read the complete abstract on PubMed

Topics

Share this publication in a Topic to start or enrich a Post.

Share to Biological Evolution
Share to Developmental Biology
Share to Evolution, Molecular

Methodology Data sources Editorial policy Privacy Delete account & data About Contact Helena Bioinformatics

Share to Genome

Share to Machine Learning

Share to Phenotype

Source

Identifiers

PMID: 40500652
DOI: 10.1016/j.tig.2025.04.002

Provenance

PubMed metadata and Literature Corpus relationships. Corpus snapshot updated 17 Oct 2026.

Related research

Semantic proximity does not establish scientific evidence. Graph snapshot: 2026-09-29.

Research trail→

Click a neighbor to travelStep 1 · 12 closest

What does evolution make? Learning in living lineages and machines.PMID 40500652Read ↗

Darwin's agential materials: evolutionary implications of multiscale competency in developmental biology.Semantic proximity Read ↗

Evo-devo beyond development: Generalizing evo-devo to all levels of the phenotypic evolution.Semantic proximity Read ↗

Developing the genotype-to-phenotype relationship in evolutionary theory: A primer of developmental features.Semantic proximity Read ↗

Machine learning for evolutionary genetics and molecular evolution.Semantic proximity Read ↗

Dynamics of gene circuits shapes evolvability.Semantic proximity Read ↗

Developmental evolution.Semantic proximity Read ↗

Generating anatomical variation through mutations in networks - implications for evolution.Semantic proximity Read ↗

Phenotypes to remember: Evolutionary developmental memory capacity and robustness.Semantic proximity Read ↗

How evolution learns to generalise: Using the principles of learning theory to understand the evolution of developmental organisation.Semantic proximity Read ↗

How to fit in: The learning principles of cell differentiation.Semantic proximity Read ↗

The interpretive genome: a probabilistic dual-track model of biological inheritance.Semantic proximity Read ↗

The phenogenetic logic of life.Semantic proximity Read ↗

⌁Select a neighboring publication to make it the new centre.