Memory Networks

Neural Turing Machines

• paper: http://arxiv.org/abs/1410.5401
• Chs: http://www.jianshu.com/p/94dabe29a43b
• github: https://github.com/shawntan/neural-turing-machines
• github: https://github.com/DoctorTeeth/diffmem
• github: https://github.com/carpedm20/NTM-tensorflow

Memory Networks(Facebook AI Research)

• arXiv: http://arxiv.org/abs/1410.3916
• github: https://github.com/npow/MemNN

End-To-End Memory Networks(Facebook AI Research)

• intro: Continuous version of memory extraction via softmax
• arXiv: http://arxiv.org/abs/1503.08895
• github: https://github.com/facebook/MemNN
• github: https://github.com/vinhkhuc/MemN2N-babi-python
• video: http://research.microsoft.com/apps/video/default.aspx?id=259920&r=1
• video: http://pan.baidu.com/s/1pKiGLzP

Reinforcement Learning Neural Turing Machines - Revised

• arxiv: http://arxiv.org/abs/1505.00521
• github: https://github.com/ilyasu123/rlntm

Learning to Transduce with Unbounded Memory

• arXiv: http://arxiv.org/abs/1506.02516

How to Code and Understand DeepMind’s Neural Stack Machine

• blog: https://iamtrask.github.io/2016/02/25/deepminds-neural-stack-machine/
• video tutorial: http://pan.baidu.com/s/1qX0EGDe

Ask Me Anything: Dynamic Memory Networks for Natural Language Processing

• intro: Memory networks implemented via rnns and gated recurrent units (GRUs).
• arxiv: http://arxiv.org/abs/1506.07285
• blog(“Implementing Dynamic memory networks”): http://yerevann.github.io//2016/02/05/implementing-dynamic-memory-networks/

Structured Memory for Neural Turing Machines(IBM Watson)

• arXiv: http://arxiv.org/abs/1510.03931

Neural GPUs Learn Algorithms

• arixv: http://arxiv.org/abs/1511.08228

Dynamic Memory Networks for Visual and Textual Question Answering

• arixv: http://arxiv.org/abs/1603.01417
• review: https://www.technologyreview.com/s/600958/the-memory-trick-making-computers-seem-smarter/

Neural GPUs Learn Algorithms

• arixv: http://arxiv.org/abs/1511.08228
• github: https://github.com/tensorflow/models/tree/master/neural_gpu

Codes

NTM-Lasagne: A Library for Neural Turing Machines in Lasagne

• github: https://github.com/snipsco/ntm-lasagne
• blog: https://medium.com/snips-ai/ntm-lasagne-a-library-for-neural-turing-machines-in-lasagne-2cdce6837315#.96pnh1m6j