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Predictive Coding, Variational Autoencoders, and Biological Connections
This paper identifies connections between predictive coding, from theore...
11/15/2020 ∙ by Joseph Marino, et al. ∙
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Iterative Amortized Policy Optimization
Policy networks are a central feature of deep reinforcement learning (RL...
10/20/2020 ∙ by Joseph Marino, et al. ∙
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Hierarchical Autoregressive Modeling for Neural Video Compression
Recent work by Marino et al. (2020) showed improved performance in seque...
10/19/2020 ∙ by Ruihan Yang, et al. ∙
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Improving Sequential Latent Variable Models with Autoregressive Flows
We propose an approach for improving sequence modeling based on autoregr...
10/07/2020 ∙ by Joseph Marino, et al. ∙
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A General Method for Amortizing Variational Filtering
We introduce the variational filtering EM algorithm, a simple, general-p...
11/13/2018 ∙ by Joseph Marino, et al. ∙
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Corresponding Supine and Prone Colon Visualization Using Eigenfunction Analysis and Fold Modeling
We present a method for registration and visualization of corresponding ...
10/20/2018 ∙ by Saad Nadeem, et al. ∙
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Crowd-Assisted Polyp Annotation of Virtual Colonoscopy Videos
Virtual colonoscopy (VC) allows a radiologist to navigate through a 3D c...
09/17/2018 ∙ by Ji Hwan Park, et al. ∙
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Iterative Amortized Inference
Inference models are a key component in scaling variational inference to...
07/24/2018 ∙ by Joseph Marino, et al. ∙
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Probabilistic Video Generation using Holistic Attribute Control
Videos express highly structured spatio-temporal patterns of visual data...
03/21/2018 ∙ by Jiawei He, et al. ∙
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Registration of Volumetric Prostate Scans using Curvature Flow
Radiological imaging of the prostate is becoming more popular among rese...
08/02/2016 ∙ by Saad Nadeem, et al. ∙
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