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cs.NE2026
Orbital Error Dynamics: Self-Organized Criticality, Ephemeral Parameter Resonance, and Non-Linear Biological Ontologies in Zero-Storage Neural Synthesis
Volkan Dağlı, Zerrin Dağlı, Dağhan Dağlı
Modern deep neural networks treat parameters as static floating-point matrices stored in physical memory, incurring Von Neumann memory bottlenecks and representation collapse. We f…
cs.NE2026
Universal Fractal Natural Language Decision Map: Real-Time Edge Triage Across Heterogeneous Domains
Volkan Dağlı, Zerrin Dağlı, Dağhan Dağlı
Deploying Large Language Models for runtime operational triage incurs prohibitive latency (>100-500 ms), high VRAM requirements (>4-8 GB), and excessive energy dissipation. Extendi…