---
title: "Discussion on \"From Numerical Differences to Bitwise Prediction in Core ML Arithmetic\" | Hashnode"
description: "Discussion on \"From Numerical Differences to Bitwise Prediction in Core ML Arithmetic\". How targeted probes recover Core ML arithmetic rules and predict outputs bit for bit across tested CPU, GPU, and Neural Engine paths."
url: "https://hashnode.com/posts/from-numerical-differences-to-bitwise-prediction-in-core-ml-arithmetic/6aee002668becd2cfcbf0974"
---

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# [From Numerical Differences to Bitwise Prediction in Core ML Arithmetic](https://selfenrichment.hashnode.dev/from-numerical-differences-to-bitwise-prediction-in-core-ml-arithmetic?utm_source=hashnode&utm_medium=feed)

How targeted probes recover Core ML arithmetic rules and predict outputs bit for bit across tested CPU, GPU, and Neural Engine paths.

5d ago · 77 min read · selfenrichment.hashnode.dev  
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-   [#core-ml](https://hashnode.com/tag/core-ml)
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-   [#floating-point-arithmetic](https://hashnode.com/tag/floating-point-arithmetic)
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-   [#hardware-acceleration](https://hashnode.com/tag/hardware-acceleration)

## Written by

[Robert Collins](https://hashnode.com/@robbiemu)

@robbiemu

  
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perpetual student, intrepid engineer

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