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1 | 1 | # 多任务深度学习 |
2 | 2 | * Survey and Overview |
3 | | - * [An Overview of Multi-Task Learning in Deep Neural Networks](http://ruder.io/multi-task/index.html) |
4 | | -* Others |
5 | | - * [Facial Landmark Detection by Deep Multi-task Learning](http://mmlab.ie.cuhk.edu.hk/projects/TCDCN.html) |
6 | | - * [Multi-task Learning on MNIST Image Datasets](https://openreview.net/forum?id=S1PWi_lC-) |
7 | | - * [New Research on Multi-Task Learning](https://blog.fastforwardlabs.com/2018/07/24/ff08-launch.html) |
8 | | - * [An Overview of Multi-Task Learning in Deep Neural Networks](https://arxiv.org/abs/1706.05098) |
9 | | - * [Multi-Task Learning with Deep Neural Networks](https://medium.com/@kajalgupta/multi-task-learning-with-deep-neural-networks-7544f8b7b4e3) |
10 | | - * [Multi-Task Learning Objectives for Natural Language Processing](http://ruder.io/multi-task-learning-nlp/) |
11 | | - * [Multi-Task Learning in Tensorflow](https://jg8610.github.io/Multi-Task/) |
12 | | - * [Neural Networks Research Group](http://nn.cs.utexas.edu/index.php) |
13 | | - * [Caiming Xiong - Home Page](http://www.stat.ucla.edu/~caiming/) |
14 | | - * GitHub |
15 | | - * [Multi-Task Deep Neural Networks for Natural Language Understanding](https://github.com/namisan/mt-dnn) |
| 3 | + * [An Overview of Multi-Task Learning in Deep Neural Networks](https://arxiv.org/abs/1706.05098) |
| 4 | +* Papers |
| 5 | + * [Cross-connected Networks for Multi-task Learning of Detection and Segmentation](https://arxiv.org/abs/1805.05569) |
| 6 | + * [Learning and Transferring Multi-task Deep Representation for Face Alignment](https://arxiv.org/abs/1408.3967) |
| 7 | + * [Facial Landmark Detection by Deep Multi-task Learning](http://mmlab.ie.cuhk.edu.hk/projects/TCDCN.html) |
| 8 | + * [Multi-task Learning of Facial Landmarks and Expression](https://ieeexplore.ieee.org/document/6816830) |
| 9 | + * [One Model To Learn Them All](https://arxiv.org/abs/1706.05137) |
| 10 | + * [Auxiliary Tasks in Multi-task Learning](https://arxiv.org/abs/1805.06334) |
| 11 | + * [End-to-End Multi-Task Learning with Attention](https://arxiv.org/abs/1803.10704) |
| 12 | +* Tutorials |
| 13 | + * [Multi-task Learning on MNIST Image Datasets](https://openreview.net/forum?id=S1PWi_lC-) |
| 14 | + * [New Research on Multi-Task Learning](https://blog.fastforwardlabs.com/2018/07/24/ff08-launch.html) |
| 15 | + * [Multi-Task Learning with Deep Neural Networks](https://medium.com/@kajalgupta/multi-task-learning-with-deep-neural-networks-7544f8b7b4e3) |
| 16 | + * [Multi-Task Learning Objectives for Natural Language Processing](http://ruder.io/multi-task-learning-nlp/) |
| 17 | + * [Multi-Task Learning in Tensorflow](https://jg8610.github.io/Multi-Task/) |
| 18 | + * [Multi-Task Deep Neural Networks for Natural Language Understanding](https://github.com/namisan/mt-dnn) |
| 19 | +* Homepage |
| 20 | + * [Neural Networks Research Group](http://nn.cs.utexas.edu/index.php) |
| 21 | + * [Caiming Xiong - Home Page](http://www.stat.ucla.edu/~caiming/) |
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