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05/25/2023
An AI-Ready Multiplex Staining Dataset for Reproducible and Accurate Characterization of Tumor Immune Microenvironment
We introduce a new AI-ready computational pathology dataset containing r...
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10/21/2022
Bridging the Gap Between Target Networks and Functional Regularization
Bootstrapping is behind much of the successes of Deep Reinforcement Lear...
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04/09/2022
DeepLIIF: An Online Platform for Quantification of Clinical Pathology Slides
In the clinic, resected tissue samples are stained with Hematoxylin-and-...
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02/21/2022
Geometry-Aware Planar Embedding of Treelike Structures
The growing complexity of spatial and structural information in 3D data ...
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07/28/2021
Insights from Generative Modeling for Neural Video Compression
While recent machine learning research has revealed connections between ...
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06/04/2021
Beyond Target Networks: Improving Deep Q-learning with Functional Regularization
Target networks are at the core of recent success in Reinforcement Learn...
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11/15/2020
Predictive Coding, Variational Autoencoders, and Biological Connections
This paper identifies connections between predictive coding, from theore...
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10/20/2020
Iterative Amortized Policy Optimization
Policy networks are a central feature of deep reinforcement learning (RL...
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10/19/2020
Hierarchical Autoregressive Modeling for Neural Video Compression
Recent work by Marino et al. (2020) showed improved performance in seque...
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10/07/2020
Improving Sequential Latent Variable Models with Autoregressive Flows
We propose an approach for improving sequence modeling based on autoregr...
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11/13/2018
A General Method for Amortizing Variational Filtering
We introduce the variational filtering EM algorithm, a simple, general-p...
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10/20/2018
Corresponding Supine and Prone Colon Visualization Using Eigenfunction Analysis and Fold Modeling
We present a method for registration and visualization of corresponding ...
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09/17/2018
Crowd-Assisted Polyp Annotation of Virtual Colonoscopy Videos
Virtual colonoscopy (VC) allows a radiologist to navigate through a 3D c...
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07/24/2018
Iterative Amortized Inference
Inference models are a key component in scaling variational inference to...
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03/21/2018
Probabilistic Video Generation using Holistic Attribute Control
Videos express highly structured spatio-temporal patterns of visual data...
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08/02/2016