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09/14/2023
Is Solving Graph Neural Tangent Kernel Equivalent to Training Graph Neural Network?
A rising trend in theoretical deep learning is to understand why deep le...
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07/13/2023
Efficient SGD Neural Network Training via Sublinear Activated Neuron Identification
Deep learning has been widely used in many fields, but the model trainin...
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05/15/2023
Fast Submodular Function Maximization
Submodular functions have many real-world applications, such as document...
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03/22/2023
A General Algorithm for Solving Rank-one Matrix Sensing
Matrix sensing has many real-world applications in science and engineeri...
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12/21/2022
Adaptive and Dynamic Multi-Resolution Hashing for Pairwise Summations
In this paper, we propose Adam-Hash: an adaptive and dynamic multi-resol...
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12/10/2022
Adore: Differentially Oblivious Relational Database Operators
There has been a recent effort in applying differential privacy on memor...
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08/10/2022