Author

Mojtaba Soltanalian

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Jul 2026

When Can Depth Replace Precision? A Resource Theory of Quantized Neural Computation

This work model a quantized residual system over a fixed horizon as a pure schedule selecting fields from a declared low-bit operation library, and uses relaxed controls to characterize its infinite-depth limit.

Mojtaba Soltanalian · arXiv.org · 1 citation

Preprint Jul 2026

Random Parameter Noise Does Not Make Exact ReLU Verification Easy

The result concerns worst-case base networks in the stated absolute-noise model, but it shows that parameter nondegeneracy alone does not yield a universal smoothed-polynomial guarantee for exact verification.

Mojtaba Soltanalian · 0 citations