3 papers
cs.LG2026
Descriptive versus Regulatory Uncertainty in Bounded Predictive Systems
Ahmed Gamal Eldin
Any system that models the world under finite representational capacity must compress; any compression entails a prior; and the prior is the system's bias. What has not been establ…
q-bio.NC2025
The Hydraulic Brain: Understanding as Constraint-Release Phase Transition in Whole-Body Resonance
Ahmed Gamal Eldin
Current models treat physiological signals as noise corrupting neural computation. Previously, we showed that removing these "artifacts" eliminates 70% of predictive correlation, s…
eess.SY2025
Artifacts Are Not Noise: Embodied Resonance and the 70% Signal Loss in Conventional EEG
Ahmed Gamal Eldin
Current AI systems excel at pattern recognition but fail at causal reasoning. We argue this is not an engineering limitation but reveals something fundamental about the nature of u…