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01/18/2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems
Despite the advancement of machine learning techniques in recent years, ...
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08/18/2021
Contrastive Identification of Covariate Shift in Image Data
Identifying covariate shift is crucial for making machine learning syste...
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03/01/2021
Generative Particle Variational Inference via Estimation of Functional Gradients
Recently, particle-based variational inference (ParVI) methods have gain...
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06/11/2020
Avoiding Side Effects in Complex Environments
Reward function specification can be difficult, even in simple environme...
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11/19/2019
Implicit Generative Modeling for Efficient Exploration
Efficient exploration remains a challenging problem in reinforcement lea...
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01/30/2019
HyperGAN: A Generative Model for Diverse, Performant Neural Networks
We introduce HyperGAN, a generative network that learns to generate all ...
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04/05/2018