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03/16/2023
Effectively Modeling Time Series with Simple Discrete State Spaces
Time series modeling is a well-established problem, which often requires...
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10/12/2022
S4ND: Modeling Images and Videos as Multidimensional Signals Using State Spaces
Visual data such as images and videos are typically modeled as discretiz...
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06/23/2022
On the Parameterization and Initialization of Diagonal State Space Models
State space models (SSM) have recently been shown to be very effective a...
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02/20/2022
It's Raw! Audio Generation with State-Space Models
Developing architectures suitable for modeling raw audio is a challengin...
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10/31/2021
Efficiently Modeling Long Sequences with Structured State Spaces
A central goal of sequence modeling is designing a single principled mod...
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10/26/2021
Combining Recurrent, Convolutional, and Continuous-time Models with Linear State-Space Layers
Recurrent neural networks (RNNs), temporal convolutions, and neural diff...
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08/11/2021
Managing ML Pipelines: Feature Stores and the Coming Wave of Embedding Ecosystems
The industrial machine learning pipeline requires iterating on model fea...
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07/01/2021
Mandoline: Model Evaluation under Distribution Shift
Machine learning models are often deployed in different settings than th...
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04/15/2021
SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization
Novel neural architectures, training strategies, and the availability of...
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01/13/2021
Robustness Gym: Unifying the NLP Evaluation Landscape
Despite impressive performance on standard benchmarks, deep neural netwo...
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08/15/2020
Model Patching: Closing the Subgroup Performance Gap with Data Augmentation
Classifiers in machine learning are often brittle when deployed. Particu...
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04/17/2019
PLOTS: Procedure Learning from Observations using Subtask Structure
In many cases an intelligent agent may want to learn how to mimic a sing...
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02/21/2017
Sample Efficient Policy Search for Optimal Stopping Domains
Optimal stopping problems consider the question of deciding when to stop...
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02/12/2017