Multi-Head Attention

An Overview of 11 Mainstream Attention Mechanisms in 2024

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An Overview of 11 Mainstream Attention Mechanisms in 2024

Attention mechanisms have become the foundational architecture for model design; nowadays, it’s almost embarrassing to release a model without any Attention. Since the release of the attention mechanism, the academic community has been continuously modifying Attention in various innovative ways. The modified Attention can enhance the model’s expressive capability, improve cross-modal abilities and interpretability, as … Read more

Multi-Head RAG: Multi-Head Attention Activation Layer for Document Retrieval

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Multi-Head RAG: Multi-Head Attention Activation Layer for Document Retrieval

Source: DeepHub IMBA This article is about 2500 words long and suggests a reading time of 9 minutes. This paper proposes a new scheme that utilizes the multi-head attention layer of the decoder model instead of the traditional feed-forward layer activation. The existing RAG solutions may suffer because the embeddings of the most relevant documents … Read more

MTF-CNN-Attention Fault Recognition Program

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MTF-CNN-Attention Fault Recognition Program

Applicable Platform: Matlab 2023 and above This program references the ChineseEIJournal“Power Grid Technology” online publication, literature: “Classification Method of Power Quality Disturbances Based on Markov Transition Field and Multi-Head Attention Mechanism“. The program is well-commented and full of valuable content. Below is a brief introduction to the article and the program! Innovations in the Literature:The … Read more