On having no head: cognition throughout biological systems

F Baluška, M Levin - Frontiers in psychology, 2016 - frontiersin.org
The central nervous system (CNS) underlies memory, perception, decision-making, and
behavior in numerous organisms. However, neural networks have no monopoly on the …

Endless forms most beautiful 2.0: teleonomy and the bioengineering of chimaeric and synthetic organisms

WP Clawson, M Levin - Biological Journal of the Linnean …, 2023 - academic.oup.com
The rich variety of biological forms and behaviours results from one evolutionary history on
Earth, via frozen accidents and selection in specific environments. This ubiquitous baggage …

Knowing one's place: a free-energy approach to pattern regulation

K Friston, M Levin, B Sengupta… - Journal of the Royal …, 2015 - royalsocietypublishing.org
Understanding how organisms establish their form during embryogenesis and regeneration
represents a major knowledge gap in biological pattern formation. It has been recently …

Bio-inspired self-organising multi-robot pattern formation: A review

H Oh, AR Shirazi, C Sun, Y Jin - Robotics and Autonomous Systems, 2017 - Elsevier
Self-organised emergent patterns can be widely seen in natural and man-made complex
systems generated by interactions among local components without external or global …

The bioelectric code: An ancient computational medium for dynamic control of growth and form

M Levin, CJ Martyniuk - Biosystems, 2018 - Elsevier
What determines large-scale anatomy? DNA does not directly specify geometrical
arrangements of tissues and organs, and a process of encoding and decoding for …

Top-down models in biology: explanation and control of complex living systems above the molecular level

G Pezzulo, M Levin - Journal of The Royal Society …, 2016 - royalsocietypublishing.org
It is widely assumed in developmental biology and bioengineering that optimal
understanding and control of complex living systems follows from models of molecular …

Endogenous bioelectric signaling networks: exploiting voltage gradients for control of growth and form

M Levin, G Pezzulo… - Annual review of …, 2017 - annualreviews.org
Living systems exhibit remarkable abilities to self-assemble, regenerate, and remodel
complex shapes. How cellular networks construct and repair specific anatomical outcomes …

Architectured materials in engineering and biology: fabrication, structure, mechanics and performance

F Barthelat - International Materials Reviews, 2015 - Taylor & Francis
Ever-increasing requirements for structural performance drive the research and the
development of stronger, tougher and lighter materials. Specific microstructures …

Learning in transcriptional network models: computational discovery of pathway-level memory and effective interventions

S Biswas, W Clawson, M Levin - International Journal of Molecular …, 2022 - mdpi.com
Trainability, in any substrate, refers to the ability to change future behavior based on past
experiences. An understanding of such capacity within biological cells and tissues would …

There's plenty of room right here: Biological systems as evolved, overloaded, multi-scale machines

J Bongard, M Levin - Biomimetics, 2023 - mdpi.com
The applicability of computational models to the biological world is an active topic of debate.
We argue that a useful path forward results from abandoning hard boundaries between …