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05/30/2023
Adaptive Conditional Quantile Neural Processes
Neural processes are a family of probabilistic models that inherit the f...
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03/15/2022
MoReL: Multi-omics Relational Learning
Multi-omics data analysis has the potential to discover hidden molecular...
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12/15/2021
Bayesian Graph Contrastive Learning
Contrastive learning has become a key component of self-supervised learn...
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10/12/2020
BayReL: Bayesian Relational Learning for Multi-omics Data Integration
High-throughput molecular profiling technologies have produced high-dime...
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06/07/2020
Bayesian Graph Neural Networks with Adaptive Connection Sampling
We propose a unified framework for adaptive connection sampling in graph...
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10/28/2019
Semi-Implicit Stochastic Recurrent Neural Networks
Stochastic recurrent neural networks with latent random variables of com...
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10/18/2019
Temporal Network Sampling
Temporal networks representing a stream of timestamped edges are seeming...
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08/26/2019
Variational Graph Recurrent Neural Networks
Representation learning over graph structured data has been mostly studi...
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08/19/2019
Semi-Implicit Graph Variational Auto-Encoders
Semi-implicit graph variational auto-encoder (SIG-VAE) is proposed to ex...
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08/09/2019
Optimizing Consistent Merging and Pruning of Subgraphs in Network Tomography
A communication network can be modeled as a directed connected graph wit...
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08/02/2019
Network Shrinkage Estimation
Networks are a natural representation of complex systems across the scie...
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01/14/2019
Micro- and Macro-Level Churn Analysis of Large-Scale Mobile Games
As mobile devices become more and more popular, mobile gaming has emerge...
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11/14/2018
Streaming Network Embedding through Local Actions
Recently, considerable research attention has been paid to network embed...
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08/20/2018
A Semi-Supervised and Inductive Embedding Model for Churn Prediction of Large-Scale Mobile Games
Mobile gaming has emerged as a promising market with billion-dollar reve...
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12/22/2017
Estimating Node Similarity by Sampling Streaming Bipartite Graphs
Bipartite graph data increasingly occurs as a stream of edges that repre...
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06/13/2015