🏢 University of Freiburg
Interpretable Mesomorphic Networks for Tabular Data
·2985 words·15 mins·
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Machine Learning
Interpretability
🏢 University of Freiburg
Interpretable Mesomorphic Neural Networks (IMNs) achieve accuracy comparable to black-box models while offering free-lunch explainability for tabular data through instance-specific linear models gener…
Improving Deep Learning Optimization through Constrained Parameter Regularization
·3522 words·17 mins·
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Machine Learning
Deep Learning
🏢 University of Freiburg
Constrained Parameter Regularization (CPR) outperforms traditional weight decay by dynamically adapting regularization strengths for individual parameters, leading to better deep learning model perfor…