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That's a comprehensive study on the expressivity for parallel algorithms, their in- and out-of-distribution learnability, and it includes a lot of experiments. link: arxiv.org/abs/2410.01686

May 1, 2025, 1:22 PM

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        "title": "Positional Attention: Expressivity and Learnability of Algorithmic Computation",
        "description": "There is a growing interest in the ability of neural networks to execute algorithmic tasks (e.g., arithmetic, summary statistics, and sorting). The goal of this work is to better understand the role o..."
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