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Special Issue: “optimization Algorithms: Theory and Applications”

Mathematics(2025)

Faculty of Mathematics

Cited 0|Views3
Abstract
This Special Issue of the journal Mathematics was dedicated to compiling new results in the area of optimization algorithms, and both theoretical works and practical applications have been searched [...]
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  • Pretraining has recently greatly promoted the development of natural language processing (NLP)
  • We show that M6 outperforms the baselines in multimodal downstream tasks, and the large M6 with 10 parameters can reach a better performance
  • We propose a method called M6 that is able to process information of multiple modalities and perform both single-modal and cross-modal understanding and generation
  • The model is scaled to large model with 10 billion parameters with sophisticated deployment, and the 10 -parameter M6-large is the largest pretrained model in Chinese
  • Experimental results show that our proposed M6 outperforms the baseline in a number of downstream tasks concerning both single modality and multiple modalities We will continue the pretraining of extremely large models by increasing data to explore the limit of its performance
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要点】:本论文专刊聚焦于优化算法领域的最新研究成果,包括理论探讨与应用实践。

方法】:专刊收录了多种优化算法的理论分析及其在实践中的应用方法。

实验】:论文具体实验细节未提供,但涉及多种数据集,具体数据集名称未明确,旨在验证所提出算法的有效性和实用性。