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Phenaki: Variable Length Video Generation From Open Domain Textual Description


Oct 05, 2022
Ruben Villegas, Mohammad Babaeizadeh, Pieter-Jan Kindermans, Hernan Moraldo, Han Zhang, Mohammad Taghi Saffar, Santiago Castro, Julius Kunze, Dumitru Erhan


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INFOrmation Prioritization through EmPOWERment in Visual Model-Based RL


Apr 18, 2022
Homanga Bharadhwaj, Mohammad Babaeizadeh, Dumitru Erhan, Sergey Levine

* Published in International Conference on Learning Representations (ICLR 2022) 

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FitVid: Overfitting in Pixel-Level Video Prediction


Jun 24, 2021
Mohammad Babaeizadeh, Mohammad Taghi Saffar, Suraj Nair, Sergey Levine, Chelsea Finn, Dumitru Erhan


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Models, Pixels, and Rewards: Evaluating Design Trade-offs in Visual Model-Based Reinforcement Learning


Dec 08, 2020
Mohammad Babaeizadeh, Mohammad Taghi Saffar, Danijar Hafner, Harini Kannan, Chelsea Finn, Sergey Levine, Dumitru Erhan


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SurfelGAN: Synthesizing Realistic Sensor Data for Autonomous Driving


May 08, 2020
Zhenpei Yang, Yuning Chai, Dragomir Anguelov, Yin Zhou, Pei Sun, Dumitru Erhan, Sean Rafferty, Henrik Kretzschmar

* CVPR 2020 

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High Fidelity Video Prediction with Large Stochastic Recurrent Neural Networks


Nov 05, 2019
Ruben Villegas, Arkanath Pathak, Harini Kannan, Dumitru Erhan, Quoc V. Le, Honglak Lee

* In Advances in Neural Information Processing Systems (NeurIPS), 2019 

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Model-Based Reinforcement Learning for Atari


Mar 05, 2019
Lukasz Kaiser, Mohammad Babaeizadeh, Piotr Milos, Blazej Osinski, Roy H Campbell, Konrad Czechowski, Dumitru Erhan, Chelsea Finn, Piotr Kozakowski, Sergey Levine, Ryan Sepassi, George Tucker, Henryk Michalewski


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VideoFlow: A Flow-Based Generative Model for Video


Mar 04, 2019
Manoj Kumar, Mohammad Babaeizadeh, Dumitru Erhan, Chelsea Finn, Sergey Levine, Laurent Dinh, Durk Kingma


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Evaluating Feature Importance Estimates


Jun 28, 2018
Sara Hooker, Dumitru Erhan, Pieter-Jan Kindermans, Been Kim

* presented at 2018 ICML Workshop on Human Interpretability in Machine Learning (WHI 2018), Stockholm, Sweden 

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Hierarchical Long-term Video Prediction without Supervision


Jun 12, 2018
Nevan Wichers, Ruben Villegas, Dumitru Erhan, Honglak Lee

* International Conference on Machine Learning (ICML) 2018 

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