
Revising the evolutionary computation abstraction
2010年7月7日 · Though based on abstractions of nature, current evolutionary algorithms and artificial life models lack the drive to complexity characteristic of natural evolution. Thus this …
Abstractions, Idealizations, and Evolutionary Biology
Here I will take the opportunity to offer some general ideas about idealization, abstraction, and the relations between them, emphasizing applications to evolutionary theory. Download to read …
Simulating 500 million years of evolution with a language model
2025年1月16日 · More than 3 billion years of evolution have produced an image of biology encoded into the space of natural proteins. Here, we show that language models trained at …
A biological perspective on evolutionary computation
2021年1月18日 · With algorithmic improvements and increasing computing resources, evolutionary computation has discovered creative and innovative solutions to challenging …
Evolutionary training and abstraction yields algorithmic ... - Nature
2020年11月16日 · We present the neural Harvard computer, a memory-augmented network-based architecture that employs abstraction by decoupling algorithmic operations from data …
[2410.02543] Diffusion Models are Evolutionary Algorithms
2024年10月3日 · Abstract: In a convergence of machine learning and biology, we reveal that diffusion models are evolutionary algorithms. By considering evolution as a denoising process …
idealization and abstraction, there is not much consensus on what these things are, and what exactly they achieve. Here I will take the opportunity to offer some general ideas about …
[2109.12600] Abstract evolution systems - arXiv.org
2021年9月26日 · We introduce the concept of an abstract evolution system, which provides a convenient framework for studying generic mathematical structures and their properties. …
Grammar‐based autonomous discovery of abstractions for evolution …
2022年8月1日 · We propose modifications to the design of the genome structure of the evolutionary model and the grammar syntax to facilitate representation of abstractions in …
Mathematical modeling of evolution. Solved and open problems
Evolution is a highly complex multilevel process and mathematical modeling of evolutionary phenomenon requires proper abstraction and radical reduction to essential features. Examples …