Questions tagged [hopfield-network]

For questions related to the Hopfield network, popularized by J. J. Hopfield in the paper "Neural networks and physical systems with emergent collective computational abilities" (1982).

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3
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2answers
65 views

Why some neural network models in the 1980s shown as circuit models

I am familiar with the currently popular neural network models that have weights and are trained with backpropagation and gradient descent. However, I came across a different type of neural network ...
0
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1answer
61 views

Reasoning behind performance improvement with hopfield networks

In the paper Hopfield networks is all you need, the authors mention that their modern Hopfield network layers are a good replacement for pooling, GRU, LSTM, and attention layers, and tend to ...
2
votes
1answer
169 views

Is there a rigorous proof for finding Hopfield minima?

I am looking for a rigorous mathematical proof for finding the several local minima of the Hopfield networks. I am searching for something rigorous, a demonstration, not just let the network keep ...
12
votes
1answer
471 views

Can layers of deep neural networks be seen as Hopfield networks?

Hopfield networks are able to store a vector and retrieve it starting from a noisy version of it. They do so setting weights in order to minimize the energy function when all neurons are set equal to ...