A Modality-level Explainable Framework for Misinformation Checking in Social Networks

Adam: A method for stochastic optimization

D. P. Kingma and J. Ba · 2015

Earlier work this paper cites.

Fake news detection on social media: A data mining perspective

K. Shu, A. Sliva, S. Wang, J. Tang, and H. Liu · 2017

Earlier work this paper cites.

Explaining explanations: An overview of interpretability of machine learning

L. H. Gilpin, D. Bau, B. Z. Yuan, A. Bajwa, M. Specter, and L. Kagal · 2018

Earlier work this paper cites.

Fakenewsnet: A data repository with news content, social context and dynamic information for studying fake news on social media

Original

K. Shu, D. Mahudeswaran, S. Wang, D. Lee, and H. Liu · 2018

Earlier work this paper cites.

Graph Attention Networks

P. Veličković, G. Cucurull, A. Casanova, A. Romero, P. Liò, and Y. Bengio · 2018

Earlier work this paper cites.

Pytorch: An imperative style, high-performance deep learning library

A. Paszke, S. Gross, F. Massa, A. Lerer, J. Bradbury, G. Chanan, T. Killeen, Z. Lin, N. Gimelshein, L. Antiga, A. Desmaison, A. Kopf, E. Yang, Z. DeVito, M. Raison, A. Tejani, S. Chilamkurthy, B. Steiner, L. Fang, J. Bai, and S. Chintala · 2019

Earlier work this paper cites.

Defend: Explainable fake news detection

K. Shu, L. Cui, S. Wang, D. Lee, and H. Liu · 2019

Cited alongside, same era.

Graphlime: Local interpretable model explanations for graph neural networks

Q. Huang, M. Yamada, Y. Tian, D. Singh, D. Yin, and Y. Chang · 2020

Cited alongside, same era.

Captum: A unified and generic model interpretability library for pytorch

Original

N. Kokhlikyan, V. Miglani, M. Martin, E. Wang, B. Alsallakh, J. Reynolds, A. Melnikov, N. Kliushkina, C. Araya, S. Yan, and O. Reblitz-Richardson · 2020

Cited alongside, same era.

Exfaux: A weakly supervised approach to explainable fauxtography detection

Z. Kou, D. Yue Zhang, L. Shang, and D. Wang · 2020

Cited alongside, same era.

Bertweet: A pre-trained language model for english tweets

D. Q. Nguyen, T. Vu, and A. T. Nguyenh · 2020

Cited alongside, same era.

A multimodal misinformation detector for covid-19 short videos on tiktok

L. Shang, Z. Kou, Y. Zhang, and D. Wang · 2021

Later among the works it cites.

News consumption across social media in 2021 | pew research center, 2021

M. Walker and K. E. Matsa · 2021

Later among the works it cites.

Hc-covid: A hierarchical crowdsource knowledge graph approach to explainable covid-19 misinformation detection

Z. Kou, L. Shang, Y. Zhang, and D. Wang · 2022

Closest in time.

Mumin: A large-scale multilingual multimodal fact-checked misinformation social network dataset

D. S. Nielsen and R. McConville · 2022

Closest in time.

A duo-generative approach to explainable multimodal covid-19 misinformation detection

L. Shang, Z. Kou, Y. Zhang, and D. Wang · 2022

Closest in time.

News consumption in latin america | statista, 2022