【论文整理】DL paper notes 2017-10

2017-10

• Unsupervised Machine Translation Using Monolingual Corpora Only [arXiv]
• Dynamic Routing Between Capsules [arXiv]
• A generative vision model that trains with high data efficiency and breaks text-based CAPTCHAs [Science] [article] [code]
• Understanding Grounded Language Learning Agents [arXiv]
• Planning, Fast and Slow: A Framework for Adaptive Real-Time Safe Trajectory Planning [arXiv] [article] [code] (soon)
• Malware Detection by Eating a Whole EXE [arXiv] [article]
• Progressive Growing of GANs for Improved Quality, Stability, and Variation [Research at Nvidia] [article] [code]
• Meta Learning Shared Hierarchies [arXiv] [article] [code]
• Deep Voice 3: 2000-Speaker Neural Text-to-Speech [arXiv] [article]
• AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual Actions [arXiv] [article] [dataset]
• Mastering the game of Go without Human Knowledge [Nature] [article]
• Sim-to-Real Transfer of Robotic Control with Dynamics Randomization [arXiv] [article]
• Asymmetric Actor Critic for Image-Based Robot Learning [arXiv] [article]
• A systematic study of the class imbalance problem in convolutional neural networks [arXiv]
• Generalization in Deep Learning [arXiv]
• Swish: a Self-Gated Activation Function [arXiv]
• Emergent Translation in Multi-Agent Communication [arXiv]
• SLING: A framework for frame semantic parsing [arXiv] [article] [code]
• Meta-Learning for Wrestling [arXiv] [article] [code]
• Mixed Precision Training [arXiv] [article] [article2] [code/docs]
• Generative Adversarial Networks: An Overview [arXiv]
• Emergent Complexity via Multi-Agent Competition [arXiv] [article] [code]
• Deep Lattice Networks and Partial Monotonic Functions [Research at Google] [article] [code]
• The IIT Bombay English-Hindi Parallel Corpus [arXiv] [article]
• Rainbow: Combining Improvements in Deep Reinforcement Learning [arXiv]
• Lifelong Learning With Dynamically Expandable Networks [arXiv]
• Variational Inference & Deep Learning: A New Synthesis (Thesis) [dropbox]
• Neural Task Programming: Learning to Generalize Across Hierarchical Tasks [arXiv]
• Neural Color Transfer between Images [arXiv]
• The hippocampus as a predictive map [biorXiv] [article]
• Scalable and accurate deep learning for electronic health
  records [arXiv]