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05/24/2022
NFL: Robust Learned Index via Distribution Transformation
Recent works on learned index open a new direction for the indexing fiel...
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03/30/2022
A Fast Transformer-based General-Purpose Lossless Compressor
Deep-learning-based compressor has received interests recently due to mu...
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02/06/2021
The Implicit Biases of Stochastic Gradient Descent on Deep Neural Networks with Batch Normalization
Deep neural networks with batch normalization (BN-DNNs) are invariant to...
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01/27/2021
Bayesian Nested Neural Networks for Uncertainty Calibration and Adaptive Compression
Nested networks or slimmable networks are neural networks whose architec...
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08/07/2020
Improve Generalization and Robustness of Neural Networks via Weight Scale Shifting Invariant Regularizations
Using weight decay to penalize the L2 norms of weights in neural network...
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05/29/2019