Methods › General › Working Memory Models › End-To-End Memory Network
End-To-End Memory Network
Introduced by Sainbayar Sukhbaatar et al. in End-To-End Memory Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
An End-to-End Memory Network is a neural network with a recurrent attention model over a possibly large external memory. The architecture is a form of Memory Network, but unlike the model in that work, it is trained end-to-end, and hence requires significantly less supervision during training. It can also be seen as an extension of RNNsearch to the case where multiple computational steps (hops) are performed per output symbol.
The model takes a discrete set of inputs x₁, …, xₙ that are to be stored in the memory, a query q, and outputs an answer a. Each of the xᵢ, q, and a contains symbols coming from a dictionary with V words. The model writes all x to the memory up to a fixed buffer size, and then finds a continuous representation for the x and q. The continuous representation is then processed via multiple hops to output a.
Papers archive 2025-07-28
2 shown of 2, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Automatic Stance Detection Using End-to-End Memory Networks 20 Apr 2018 · 0 repositories · arXiv:1804.07581
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End-To-End Memory Networks 31 Mar 2015 · 44 repositories · arXiv:1503.08895Syntology ran 2 of 15 samples · 13 unverified · 5 pointer-only (licence)
Tasks archive 2025-07-28
4 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Language Modeling | 1 |
| Language Modelling | 1 |
| Question Answering | 1 |
| Stance Detection | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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