初のVirtual開催となったICLR2020の参加速報です。 リアルじゃないと困る部分や、Virtualでも十分イケる部分や、むしろVirtualなので便利になった部分など、色々と見えてきました。 The International Conference on Learning Representations (ICLR)

1. Yamato OKAMOTO
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ICLR’2020

2. COVID-19 Virtual Conference
• MTG
• MTG
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MTG

3. Virtual Conference
• 100$
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• WiFi
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memo
• Disentangle
• !?
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Virtual

5. Contrastive Learning of Structured World Models
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https://openreview.net/pdf?id=H1gax6VtDB
• State Encoder Action Transition
• State+Action State Encoder
Reconstruction State
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6. Doing for Our Robots What Nature Did For Us
Prof. Leslie Kaelbling / MIT
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https://iclr.cc/virtual/speaker_2.html#stream

7. Evaluating The Search Phase of Neural Architecture Search
• NAS
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Policy
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(i) a constrained search space
(ii) weight sharing, which shuffles the architecture ranking during the search, thus negatively impacting it.
https://openreview.net/pdf?id=H1loF2NFwr

8. Measuring and Improving the Use of Graph Information
in Graph Neural Networks
• Graph-CNN Graph-Data
• Graph-Data
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• GNN
• Information-Gain=0 KL
https://openreview.net/pdf?id=rkeIIkHKvS

9. Bounds on Over-Parameterization for Guaranteed Existence of
Descent Paths in Shallow ReLU Networks
• Over-Parameter Over-Parameter
• ReLU
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https://openreview.net/pdf?id=BkgXHTNtvS

10. Federated Adversarial Domain Adaptation
• Federated-Learning Source-Data
Target-Data Unsupervised-Domain-Adaptation
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• aggregation
https://arxiv.org/pdf/1911.02054.pdf

11. Demystifying Inter-Class Disentanglement
• Disentangle
• Encoder Class Content
• Encoder
• VAE
https://openreview.net/pdf?id=Hyl9xxHYPr

12. Theory and Evaluation Metrics for Learning Disentangled
Representations
• Semantic Feature Disentangle Disentangle
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• Disentangle
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https://arxiv.org/pdf/1908.09961.pdf