东大N号馆第6期讲座资料，来自王光辉

1. ICLR, ICML
LPixel Inc.
2018/10/12

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•
•
– Object detection, GANs, One-shot learning
https://www.jst.go.jp/pr/announce/20160802/index.html
https://www.nikkei.com/article/DGXMZO34383380R20C18A8000000/

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5. ICLR
• [International Conference on Learning Representations] [
] 2013 Yoshua Bengio Yann
LeCun
ICLR 2019: 1600

6. ICLR 2018 ( , April 30-May 3)

7. ICLR 2018

8. ICLR 2018 Best Paper
• On the Convergence of Adam and Beyond
– Google New York
• SPHERICAL CNNS
– University of Amsterdam, EPFL, CIFAR
• CONTINUOUS ADAPTATION VIA META-LEARNING IN
NONSTATIONARY AND COMPETITIVE
ENVIRONMENTS
– CMU, UMass Amherst, OpenAI, UC Berkeley

9. Daphne Koller
Stanford
Yoshua Bengio
Université de Montréal
Yann LeCun
Facebook
Leading Experts

10. Keynote speech
• Augmenting Clinical Intelligence with Machine
Intelligence

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12. ICML
• [International Conference on Machine Learning] [
]
NIPS (IMLS) 1980

13. ICML 2018( , July 10-July 15)

14. Keynote speech
Building Machines that Learn and Think Like People

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16. (GANs)
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– Ian Goodfellow 2014
latent space
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http://research.nvidia.com /sites/default/files/pubs/2017-10_Progressive-Growing-of/karras2018iclr-paper.pdf

17. :
:
https://skym ind.ai/wiki/generative-adversarial-network-gan

18. GANs
Consecutive category morphing of GANs generated images (submitted to ICLR 2018)

19. GANs
ICLR2019,LargeScaleGANTrainingforHighFidelityNatural ImageSynthesis

20. GANs
ECCV2018, Multimodal Unsupervised Image-to-Image Translation

21. GANs
BAGAN: Data Augmentation with Balancing GAN

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23. (meta-learning)
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– learning to learn
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ICLR2017, Optimization as a Model for Few-Shot Learning

24. • A
M
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https://www.jiqizhixin.com/articles/2017-07-20-4

25. recurrent model
• LSTM
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26. metric learning
http://researchers.lille.inria.fr/abellet/talks/metric_learning_tutorial_CIL.pdf
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27. MAML
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https://cloud.tencent.com/developer/article/1118857

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29. (Attention Mechanism)
https://blog.csdn.net/qq_40027052/article/details/78421155

30. Apple Facebook Google
,(Apple,0.5)(Facebook,0.2)(Google,0.3)
https://blog.csdn.net/qq_40027052/article/details/78421155

31. • Encoder-Decoder

33. ICLR2018, Image Transformer

34. • 2018 AI ICLR ICML
• AI 3
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