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03/23/2023
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning
In Class-Incremental Learning (CIL) an image classification system is ex...
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12/13/2021
How Good are Low-Rank Approximations in Gaussian Process Regression?
We provide guarantees for approximate Gaussian Process (GP) regression r...
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05/30/2021
Scalable and Interpretable Marked Point Processes
We introduce a novel inferential framework for marked point processes th...
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04/03/2020
Faster Gaussian Processes via Deep Embeddings
Gaussian processes provide a probabilistic framework for quantifying unc...
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07/06/2018