http://www.acl2019.org/EN/winners-of-acl-2019-best-paper-awards.xhtml
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Affordable AI
Concern: https://arxiv.org/abs/1906.02243
Good examples:
- $40 to train imagenet: https://www.fast.ai/2018/08/10/fastai-diu-imagenet
- Fastest end2end ASR: https://github.com/facebookresearch/wav2letter
- Neural architecture search in 1.5 days on a single GPU: https://arxiv.org/abs/1806.09055
Attention mechanism
Attention for interpretability:
- Learning to Explain: https://arxiv.org/abs/1802.07814
- Attention is not Explanation: https://arxiv.org/abs/1902.10186
- Is Attention Interpretable?: https://arxiv.org/abs/1906.03731
Reviews: