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20202025
most citedRevisiting Over-smoothing in Deep GCNs

56 citations · 140 across the 14 of their papers we have counts for

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Showing cs.SIShow all

5 papers · 1 filter

cs.SI2023★ 1 cited

Influence Pathway Discovery on Social Media

Xinyi Liu, Ruijie Wang, Dachun Sun +13

This paper addresses influence pathway discovery, a key emerging problem in today's online media. We propose a discovery algorithm that leverages recently published work on unsuper…

cs.SI2023

Unsupervised Image Classification by Ideological Affiliation from User-Content Interaction Patterns

Xinyi Liu, Jinning Li, Dachun Sun +6

The proliferation of political memes in modern information campaigns calls for efficient solutions for image classification by ideological affiliation. While significant advances h…

cs.SI2021★ 35 cited

Unsupervised Belief Representation Learning with Information-Theoretic Variational Graph Auto-Encoders

Jinning Li, Huajie Shao, Dachun Sun +6

This paper develops a novel unsupervised algorithm for belief representation learning in polarized networks that (i) uncovers the latent dimensions of the underlying belief space a…

cs.SI2021

DyDiff-VAE: A Dynamic Variational Framework for Information Diffusion Prediction

Ruijie Wang, Zijie Huang, Shengzhong Liu +7

This paper describes a novel diffusion model, DyDiff-VAE, for information diffusion prediction on social media. Given the initial content and a sequence of forwarding users, DyDiff…

cs.SI2020★ 1 cited

Hierarchical Overlapping Belief Estimation by Structured Matrix Factorization

Chaoqi Yang, Jinyang Li, Ruijie Wang +6

Much work on social media opinion polarization focuses on a flat categorization of stances (or orthogonal beliefs) of different communities from media traces. We extend in this wor…