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inzicht - Neural Network Pruning
Insights into the Lottery Ticket Hypothesis and Iterative Magnitude Pruning
Understanding the importance of initialization and iterative pruning in neural networks.
Separate, Differentiable, and Dynamic (SMART) Pruner for Efficient Block and Output Channel Pruning on Computer Vision Tasks
The SMART pruner utilizes a separate, learnable probability mask to rank weight importance, employing a differentiable Top-k operator and dynamic temperature parameter trick to achieve target sparsity and escape non-sparse local minima, resulting in state-of-the-art performance on block and output channel pruning across various computer vision tasks and models.
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