Author

Roan Rubiales

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Preprint Aug 2026

Pruning Binarized Neural Networks: A Dedicated Framework and Globally Weighted Algorithms

A PyTorch-based, research-oriented framework is introduced that incorporates freezing and pruning mechanisms for designing and optimizing binarized neural networks and a novel pruning method that accounts for the relative importance of learned parameters across abstraction levels is proposed.

Roan Rubiales, Jean-Pierre David · 0 citations