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05/24/2023
Reverse Engineering Self-Supervised Learning
Self-supervised learning (SSL) is a powerful tool in machine learning, b...
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01/11/2023
Exploring the Approximation Capabilities of Multiplicative Neural Networks for Smooth Functions
Multiplication layers are a key component in various influential neural ...
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01/21/2022
Nearest Class-Center Simplification through Intermediate Layers
Recent advances in theoretical Deep Learning have introduced geometric p...
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05/14/2021
Sparsity-Probe: Analysis tool for Deep Learning Models
We propose a probe for the analysis of deep learning architectures that ...
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08/24/2020
Certainty Pooling for Multiple Instance Learning
Multiple Instance Learning is a form of weakly supervised learning in wh...
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07/20/2020