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This document discusses an algorithm called MetaInit that automates the search for optimal parameter initializations in deep learning models using a meta-learning approach. It explores how effective initializations can mitigate difficulties in training deep networks and presents experimental results demonstrating the algorithm\'s robustness across various architectures and datasets.
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Metainit is a regulatory filing required by certain jurisdictions that provides information regarding entities' ownership structures and related activities.
Entities that fall under specific regulatory definitions, typically including businesses, corporations, and partnerships, are required to file metainit.
Metainit is filled out by providing corporate ownership details, entity structures, and other required information as specified by the regulatory authority.
The purpose of metainit is to enhance transparency in corporate ownership and to combat financial crimes such as money laundering and tax evasion.
The report must include information regarding beneficial owners, ownership stakes, entity structures, and the nature of business activities.
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