Evolution and emergence: higher order information structure in protein interactomes across the tree of life
The internal workings of biological systems are notoriously difficult to understand. Due to the
prevalence of noise and degeneracy in evolved systems, in many cases the workings of …
prevalence of noise and degeneracy in evolved systems, in many cases the workings of …
Ising granularity image analysis on VAE–GAN
G Chen, S Long, Z Yuan, W Zhu, Q Chen… - Machine Vision and …, 2022 - Springer
In this paper, we propose a variational autoencoder (VAE) and a VAE-generative
adversarial net (GAN) trained to generate from 12000 Ising granularity images, new and …
adversarial net (GAN) trained to generate from 12000 Ising granularity images, new and …
When to be critical? Performance and evolvability in different regimes of neural Ising agents
It has long been hypothesized that operating close to the critical state is beneficial for natural
and artificial evolutionary systems. We put this hypothesis to test in a system of evolving …
and artificial evolutionary systems. We put this hypothesis to test in a system of evolving …
The dynamical regime and its importance for evolvability, task performance and generalization
It has long been hypothesized that operating close to the critical state is beneficial for natural
and artificial systems. We test this hypothesis by evolving foraging agents controlled by …
and artificial systems. We test this hypothesis by evolving foraging agents controlled by …
Information and Criticality in Complex Stochastic Systems
G Nicoletti - arXiv preprint arXiv:2302.14583, 2023 - arxiv.org
This Thesis explores how tools from Statistical Physics and Information Theory can help us
describe and understand complex systems. In the first part, we study the interplay between …
describe and understand complex systems. In the first part, we study the interplay between …
Artificial life next generation perspectives: Echoes from the 2018 conference in tokyo
Artificial life is a research field devoted to the theoretical study of features of living systems,
such as evolution and the brain. The field has developed philosophical concepts such as …
such as evolution and the brain. The field has developed philosophical concepts such as …