Research

research about rumor / fake news

Summary

Make a breif summary on recently ideas with some supported papers.

Structure Aspect

Heterogeneous graph

• Papers
  • sdf
• Experiment

Temporal Aspect

Time information is explicit for modeling, trying to intergrated it with GCN in a way LSTM Aggregator.

• Papers
  • Deep spatial–temporal structure learning for rumor detection on Twitter. IJCNN 2019

Hierarchical Aspect

• Papers
  • Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity
• Related
  • Joint Slot Filling and Intent Detection via Capsule Neural Networks
  • Turing at SemEval-2017 Task 8 Sequential Approach to Rumour Stance Classification with Branch-LSTM
  • Sentylic at IEST 2018 Gated Recurrent Neural Network and Capsule Network Based Approach for Implicit Emotion Detection
  • Sentiment analysis by capsules
  • Pretrained Embeddings for Stance Detection with Hierarchical Capsule Network on Social Media
• Experiment
• reimplementation raw paper
• capsule to replace one layer of gcn and gru
• withourt re-routing or routing

Adversarial Aspect

• to be continued...