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06/13/2023
Variational Positive-incentive Noise: How Noise Benefits Models
A large number of works aim to alleviate the impact of noise due to an u...
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04/20/2023
Decouple Graph Neural Networks: Train Multiple Simple GNNs Simultaneously Instead of One
Graph neural networks (GNN) suffer from severe inefficiency. It is mainl...
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08/01/2020
Solving Elliptic Equations with Brownian Motion: Bias Reduction and Temporal Difference Learning
The Feynman-Kac formula provides a way to understand solutions to ellipt...
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02/20/2020
Adaptive Graph Auto-Encoder for General Data Clustering
Graph based clustering plays an important role in clustering area. Recen...
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02/20/2020