Collections of Related Papers and Repo about Capsules (mainly focusing on the theory and its NLP applications)
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For Starters (I'am a huge fan of Medium so...)
Part I: Intuition
Part II: How Capsules Work
Part III: Dynamic Routing Between Capsules
Part IV: CapsNet Architecture
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Original Papers
2011 Hinton first mentioned his Capsules in paper Transforming Auto-encoders
2017 Hinton explained the details of Capsules in paper Dynamic Routing Between Capsules
2018 Hinton released a new routing algorithm in paper Matrix Capsules with EM Routing
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Extensions
2018 Fast Dynamic Routing Based on Weighted Kernel Density Estimation
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Applications
2018 NLP: TEXT CLASSIFICATIONS Investigating Capsule Networks with Dynamic Routing for Text Classification and repo: https://github.com/andyweizhao/capsule_text_classification
2019 NLP: INTENT CLASSIFICATIONS Zero-shot User Intent Detection via Capsule Neural Networks and repo: https://github.com/congyingxia/ZeroShotCapsule
2019 NLP: RELATION EXTRACTIONS A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization and repo: https://github.com/daiquocnguyen/CapsE
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TO DO list
more Blogs to explain details clearly
more papers
more applications
- Happy Learning~~ Very nice collections: https://github.com/sekwiatkowski/awesome-capsule-networks I will try to pay more attention on its NLP.