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02/27/2023
HalluAudio: Hallucinating Frequency as Concepts for Few-Shot Audio Classification
Few-shot audio classification is an emerging topic that attracts more an...
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02/13/2023
Probabilistic Circuits That Know What They Don't Know
Probabilistic circuits (PCs) are models that allow exact and tractable p...
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09/14/2021
Sum-Product-Attention Networks: Leveraging Self-Attention in Probabilistic Circuits
Probabilistic circuits (PCs) have become the de-facto standard for learn...
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06/16/2021
Leveraging Probabilistic Circuits for Nonparametric Multi-Output Regression
Inspired by recent advances in the field of expert-based approximations ...
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06/08/2021
RECOWNs: Probabilistic Circuits for Trustworthy Time Series Forecasting
Time series forecasting is a relevant task that is performed in several ...
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03/26/2021
Few-Shot Learning for Video Object Detection in a Transfer-Learning Scheme
Different from static images, videos contain additional temporal and spa...
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05/27/2020
Looking back to lower-level information in few-shot learning
Humans are capable of learning new concepts from small numbers of exampl...
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12/19/2019