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David Bonet

2 accepted papers

2024

HyperFast: Instant Classification for Tabular Data

AAAI 2024technical

Training deep learning models and performing hyperparameter tuning can be computationally demanding and time-consuming. Meanwhile, traditional machine learning methods like gradient-boosting algorithms remain the preferred choice for most tabular data applications, while neural network alternatives…

2022

Channel Redundancy and Overlap in Convolutional Neural Networks with Channel-Wise NNK Graphs

ICASSP 2022accepted

Feature spaces in the deep layers of convolutional neural networks (CNNs) are often very high-dimensional and difficult to inter-pret. However, convolutional layers consist of multiple channels that are activated by different types of inputs, which suggests that more insights may be gained by studyi…

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