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Model Based RL Papers/Blogs

  • [PDF] Action-Conditional Video Prediction using Deep Networks in Atari Games
  • [PDF] Recurrent Environment Simulator
  • [PDF] The Predictron: End-To-End Learning and Planning
  • [PDF] Deep Learning for Real-Time Atari Game Play Using Offline Monte-Carlo Tree Search Planning
  • [PDF] Value Prediction Network
  • [PDF] Classical Planning with Simulators: Results on the Atari Video Games
  • [PDF] What Should I Do Now? Marrying Reinforcement Learning and Symbolic Planning
  • [PDF] [Webpage] Model-Based Reinforcement Learning for Atari
  • [PDF] Generative Adversarial Networks for Model BasedReinforcement Learning with Tree Search
  • [PDF] Planning with Pixels in (Almost) Real Time
  • [PDF] Efficient Model–Based Deep Reinforcement Learning withVariational State Tabulation
  • [PDF] Deep Learning for Real-Time Atari Game Play Using Offline Monte-Carlo Tree Search Planning
  • [PDF] Model-free, Model-based, and General Intelligence
  • [Blog] ApproxiPong: Alpha Go Zero on Pong
  • [PDF] [Code] Algorithmic Framework for Model-based Deep Reinforcement Learning with Theoretical Guarantees

Other Related/Interesting Papers

  • [PDF] [Blog] [Official Code] [Talk] Progressive Growing of GANs for Improved Quality, Stability, and Variation, ICLR 2018
  • [PDF] [Blog] Neural scene representation and rendering
  • [PDF] Image-to-Image Translation with Conditional Adversarial Networks
  • [PDF] Point GAN
  • [PDF] Autoencoding beyond pixels using a learned similarity metric
  • [PDF] Label-Free Supervision of Neural Networks with Physics and Domain Knowledge
  • [PDF] [Blog 1] [Blog 2] [Code] U-Net Skip Connections, Deconv explained
  • [PDF] [Blog 1] Siamese Neural Networks for One-shot Image Recognition
  • [PDF] The Importance of Skip Connections in Biomedical Image Segmentation
  • [PDF] Dense Transformer Networks
  • [PDF]Accurate Image Super-Resolution Using Very Deep Convolutional Networks
  • [PDF] [Blog 1]Self-Attention Generative Adversarial Networks
  • [PDF] Video Pixel Networks

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