mpezeshki/Associative_LSTM

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Created over 8 years ago
Updated over 8 years ago

mpezeshki/Associative_LSTM

mpezeshki

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LSTM with associative memory cells (http://arxiv.org/abs/1602.03032)

Associative Long Short-Term Memory (LSTM)

A Blocks and Theano implementation of Associative LSTM (arXiv).

How to run

To test the Holographic Reduced Representations (HRR), run holographic_memory.py.

To get the results on eposodic copy task, run main.py.

pytorch_forward_forward

Implementation of Hinton's forward-forward (FF) algorithm - an alternative to back-propagation

Recurrent-Neural-Networks

Recurrent Neural Network for modeling sequential data implemented using Python and Theano.

CTC-Connectionist-Temporal-Classification

Theano implementation of CTC.

Gradient_Starvation

Gradient Starvation: A Learning Proclivity in Neural Networks

RNN_Experiments

General experiments on Vanilla RNN and LSTM in Theano.

Epoch_wise_Double_Descent

Official implementation of "Multi-scale Feature Learning Dynamics: Insights for Double Descent".

LSTM_Dropout

Theano_Tile_Coding

A tile coder in theano for Reinforcement Learning tasks

CatsVSDogs

Kaggle Cats vs Dogs challenge for IFT6266

Identity_RNN

RNN on MNIST (one pixel at a time) with Identity initialization

ladder_network

Implementation of "Ladder Network" using Blocks and Theano.

GAN-Nesterov-Training