Orbital Error Dynamics: Self-Organized Criticality, Ephemeral Parameter Resonance, and Non-Linear Biological Ontologies in Zero-Storage Neural Synthesis

arXiv:2609.30115 · cs.NE, cs.LG, nlin.CD · Submitted 2026-09-24 · Read on arXiv

cs.NE, cs.LG, nlin.CD

Submitted: 2026-09-24

Updated: 2026-09-24

Comments: Official National Patent Priority: TR 2026/016285 (Filed Sept 22, 2026). Foundational companion theory to Mandelbrot Fractal Neural Synthesis. Code and interactive lab: https://github.com/pCwOrM/mandelbrot-fractal-neural-synthesis

DOI: 10.5281/zenodo.22900465

Code: https://github.com/pCwOrM/mandelbrot-fractal-neural-synthesis

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Orbital Error Dynamics — 7× in this paper
• Accuracy — 5× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• Hypernetwork — 4× in this paper · explained in 2 episodes
• Distribution Shift — 3× in this paper · explained in 5 episodes
• Intrinsic Dimension — 3× in this paper · explained in 2 episodes
• International Conference on Learning Representations — 2× in this paper
• Over-smoothing — 2× in this paper · explained in 4 episodes
• Archetype — 1× in this paper · explained in 1 episode
• Catastrophic Forgetting — 1× in this paper · explained in 5 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• International Conference on Machine Learning — 1× in this paper
• Ontology — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes

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