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Enhancing One-shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism
Next, we reconstruct a dense model featuring a pruning-friendly weight distribution by reactivating pruned connections with sparse regularization.
Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
With the proliferation of specialized neural network processors that operate on low-precision integers, the performance of Deep Neural Network inference becomes increasingly dependent on the result of quantization.
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