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Rethinking Thinking: How Do Attention Mechanisms Actually Work?
July 15, 2022, 5:37 p.m. | Soran Ghaderi
Towards Data Science - Medium towardsdatascience.com
The brain, the mathematics, and DL — research frontiers in 2022
Fig. 1. Attention mechanisms’ main categories. Photo by author.Table of contents
1. Introduction: attention in the human brain
2. Attention mechanisms in deep learning
2.1. RNNSearch
2.2. What exactly are keys, queries, and values in attention mechanisms?
3. Categorization of attention mechanisms
3.1. The softness of attention
3.2. Forms of input feature
3.3. Input representation
3.4. Output representation
4. Research frontiers and challenges
4.1. Collaboration
5. Conclusion …
attention attention-mechanism attention mechanisms deep-dives machine translation machine vision thinking visual attention work
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