NoiseNCA: Noisy Seed Improves Spatio-Temporal Continuity of Neural Cellular Automata

E Pajouheshgar, Y Xu, S Süsstrunk - arXiv preprint arXiv:2404.06279, 2024 - arxiv.org
Neural Cellular Automata (NCA) is a class of Cellular Automata where the update rule is
parameterized by a neural network that can be trained using gradient descent. In this paper …

Frequency-Time Diffusion with Neural Cellular Automata

J Kalkhof, A Kühn, Y Frisch… - arXiv preprint arXiv …, 2024 - arxiv.org
Denoising Diffusion Models (DDMs) have become the leading generative technique for
synthesizing high-quality images but are often constrained by their UNet-based …

Self-replication, spontaneous mutations, and exponential genetic drift in neural cellular automata

L Sinapayen - ALIFE 2023: Ghost in the Machine: Proceedings of the …, 2023 - direct.mit.edu
This paper reports on patterns exhibiting self-replication with spontaneous, inheritable
mutations and exponential genetic drift in Neural Cellular Automata. Despite the models not …

AdaNCA: Neural Cellular Automata As Adaptors For More Robust Vision Transformer

Y Xu, T Zhang, S Süsstrunk - arXiv preprint arXiv:2406.08298, 2024 - arxiv.org
Vision Transformers (ViTs) have demonstrated remarkable performance in image
classification tasks, particularly when equipped with local information via region attention or …

Generative adversarial meta-learning knowledge graph completion for large-scale complex knowledge graphs

W Tong, X Chu, Z Li, L Tan, J Zhao, F Pan - Journal of Intelligent …, 2024 - Springer
In the study of large-scale complex knowledge graphs, due to the incompleteness of
knowledge and the existence of low-frequency knowledge samples, existing knowledge …

3D Texture Synthesis Using Graph Neural Cellular Automata

Y Xu - 2023 - diva-portal.org
In recent years, texture synthesis has been a heated topic in computer graphics, and the
development of advanced algorithms for generating high-quality 3D textures is an area of …