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…ning of Robotic Tasks without a Simulator, Deep Neuroevolution, CNN Is All You Need
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#### 2018-01

- Deep Learning: A Critical Appraisal [[arXiv](https://arxiv.org/abs/1801.00631)]


#### 2017-12

- Adversarial Patch [[arXiv](https://arxiv.org/abs/1712.09665)]
- CNN Is All You Need [[arXiv](https://arxiv.org/abs/1712.09662)]
- The NarrativeQA Reading Comprehension Challenge [[arXiv](https://arxiv.org/abs/1712.07040v1)] [[dataset](https://github.com/deepmind/narrativeqa)]
- Objects that Sound [[arXiv](https://arxiv.org/abs/1712.06651)]
- Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions [[arXiv](https://arxiv.org/abs/1712.05884)] [[article](https://research.googleblog.com/2017/12/tacotron-2-generating-human-like-speech.html)] [[article2](https://google.github.io/tacotron/publications/tacotron2/index.html)]
- Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning [[arXiv](https://arxiv.org/abs/1712.06567)]
- Superhuman AI for heads-up no-limit poker: Libratus beats top professionals [[Science](http://science.sciencemag.org/content/early/2017/12/15/science.aao1733)]
- Mathematics of Deep Learning [[arXiv](https://arxiv.org/abs/1712.04741)]
- State-of-the-art Speech Recognition With Sequence-to-Sequence Models [[arXiv](https://arxiv.org/abs/1712.01769)] [[article](https://research.googleblog.com/2017/12/improving-end-to-end-models-for-speech.html)]
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- How Grammatical is Character-level Neural Machine Translation? Assessing MT Quality with Contrastive Translation Pairs [[arXiv](https://arxiv.org/abs/1612.04629)]
- Improving Neural Language Models with a Continuous Cache [[arXiv](https://arxiv.org/abs/1612.04426)]
- DeepMind Lab [[arXiv](https://arxiv.org/abs/1612.03801)] [[code](https://github.com/deepmind/lab)]
- Deep Learning of Robotic Tasks without a Simulator using Strong and Weak Human Supervision [[arXiv](https://arxiv.org/abs/1612.01086)]
- Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image Captioning [[arXiv](https://arxiv.org/abs/1612.01887)]
- Overcoming catastrophic forgetting in neural networks [[arXiv](https://arxiv.org/abs/1612.00796)]

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