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08/22/2023
StoryBench: A Multifaceted Benchmark for Continuous Story Visualization
Generating video stories from text prompts is a complex task. In additio...
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10/05/2022
Phenaki: Variable Length Video Generation From Open Domain Textual Description
We present Phenaki, a model capable of realistic video synthesis, given ...
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04/18/2022
INFOrmation Prioritization through EmPOWERment in Visual Model-Based RL
Model-based reinforcement learning (RL) algorithms designed for handling...
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06/24/2021
FitVid: Overfitting in Pixel-Level Video Prediction
An agent that is capable of predicting what happens next can perform a v...
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12/08/2020
Models, Pixels, and Rewards: Evaluating Design Trade-offs in Visual Model-Based Reinforcement Learning
Model-based reinforcement learning (MBRL) methods have shown strong samp...
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03/04/2019
VideoFlow: A Flow-Based Generative Model for Video
Generative models that can model and predict sequences of future events ...
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03/01/2019
Model-Based Reinforcement Learning for Atari
Model-free reinforcement learning (RL) can be used to learn effective po...
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11/21/2018
Adjustable Real-time Style Transfer
Artistic style transfer is the problem of synthesizing an image with con...
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10/02/2018
Time Reversal as Self-Supervision
A longstanding challenge in robot learning for manipulation tasks has be...
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10/30/2017
Stochastic Variational Video Prediction
Predicting the future in real-world settings, particularly from raw sens...
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09/29/2017
Toward Scalable Machine Learning and Data Mining: the Bioinformatics Case
In an effort to overcome the data deluge in computational biology and bi...
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04/20/2017
Fast Generation for Convolutional Autoregressive Models
Convolutional autoregressive models have recently demonstrated state-of-...
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11/18/2016
NoiseOut: A Simple Way to Prune Neural Networks
Neural networks are usually over-parameterized with significant redundan...
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02/26/2016