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09/14/2023
Universality of underlying mechanism for successful deep learning
An underlying mechanism for successful deep learning (DL) with a limited...
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07/17/2023
Statistical Mechanics of Learning via Reverberation in Bidirectional Associative Memories
We study bi-directional associative neural networks that, exposed to noi...
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05/29/2023
The mechanism underlying successful deep learning
Deep architectures consist of tens or hundreds of convolutional layers (...
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03/10/2023
Enhancing the success rates by performing pooling decisions adjacent to the output layer
Learning classification tasks of (2^nx2^n) inputs typically consist of ≤...
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11/21/2022
Learning on tree architectures outperforms a convolutional feedforward network
Advanced deep learning architectures consist of tens of fully connected ...
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11/15/2022
Power-law Scaling to Assist with Key Challenges in Artificial Intelligence
Power-law scaling, a central concept in critical phenomena, is found to ...
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11/15/2022
Efficient shallow learning as an alternative to deep learning
The realization of complex classification tasks requires training of dee...
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04/17/2022
Recurrent neural networks that generalize from examples and optimize by dreaming
The gap between the huge volumes of data needed to train artificial neur...
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03/02/2022