activity
20242026
most citedGIN-SD: Source Detection in Graphs with Incomplete Nodes via Positional Encoding and Attentive Fusion

30 citations · 30 across the 6 of their papers we have counts for

collaborators

7 papers

cs.SI2026

HyperCD: Effective Source Detection in Hypergraphs via Causal Disentanglement

Yan Kang, Peican Zhu, Keke Tang +4

Source detection in hypergraphs plays an important role in mitigating the spread of harmful rumors and ensuring social stability. Current methods frequently overlook the causal ent…

cs.CR2025

Transferable Hypergraph Attack via Injecting Nodes into Pivotal Hyperedges

Meixia He, Peican Zhu, Le Cheng +3

Recent studies have demonstrated that hypergraph neural networks (HGNNs) are susceptible to adversarial attacks. However, existing methods rely on the specific information mechanis…

cs.MM2025

SEER: Semantic Enhancement and Emotional Reasoning Network for Multimodal Fake News Detection

Peican Zhu, Yubo Jing, Le Cheng +4

Previous studies on multimodal fake news detection mainly focus on the alignment and integration of cross-modal features, as well as the application of text-image consistency. Howe…

cs.MM2025

KEN: Knowledge Augmentation and Emotion Guidance Network for Multimodal Fake News Detection

Peican Zhu, Yubo Jing, Le Cheng +2

In recent years, the rampant spread of misinformation on social media has made accurate detection of multimodal fake news a critical research focus. However, previous research has…

cs.SI2025

SourceDetMamba: A Graph-aware State Space Model for Source Detection in Sequential Hypergraphs

Le Cheng, Peican Zhu, Yangming Guo +3

Source detection on graphs has demonstrated high efficacy in identifying rumor origins. Despite advances in machine learning-based methods, many fail to capture intrinsic dynamics…

cs.SI2025

HyperDet: Source Detection in Hypergraphs via Interactive Relationship Construction and Feature-rich Attention Fusion

Le Cheng, Peican Zhu, Yangming Guo +3

Hypergraphs offer superior modeling capabilities for social networks, particularly in capturing group phenomena that extend beyond pairwise interactions in rumor propagation. Exist…

cs.SI2024★ 30 cited

GIN-SD: Source Detection in Graphs with Incomplete Nodes via Positional Encoding and Attentive Fusion

Le Cheng, Peican Zhu, Keke Tang +2

Source detection in graphs has demonstrated robust efficacy in the domain of rumor source identification. Although recent solutions have enhanced performance by leveraging deep neu…