Evidence-Grounded Multimodal Misinformation Detection with Attention-Based GNNs

23 May 2025

Sharad Duwal

Mir Nafis Sharear Shopnil

Abhishek Tyagi

Adiba Mahbub Proma

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Papers citing "Evidence-Grounded Multimodal Misinformation Detection with Attention-Based GNNs"

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Title
COVE: COntext and VEracity prediction for out-of-context images Jonathan Tonglet Gabriel Thiem Iryna Gurevych 63 3 0 03 Feb 2025
Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph Retrievals Tobias A. Opsahl 60 2 0 14 Aug 2024
Similarity over Factuality: Are we making progress on multimodal out-of-context misinformation detection? Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos P. Petrantonakis 90 6 0 18 Jul 2024
MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs Xuannan Liu Zekun Li Peipei Li Shuhan Xia Xing Cui Linzhi Huang Huaibo Huang Weihong Deng Zhaofeng He 114 22 0 13 Jun 2024
SNIFFER: Multimodal Large Language Model for Explainable Out-of-Context Misinformation Detection Peng Qi Zehong Yan Wynne Hsu Mong Li Lee MLLM 103 46 0 05 Mar 2024
LEMMA: Towards LVLM-Enhanced Multimodal Misinformation Detection with External Knowledge Augmentation Keyang Xuan Li Yi Fan Yang Ruochen Wu Yi R. Fung Chenhui Xu 77 15 0 19 Feb 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 189 1,776 1 18 Dec 2023
Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models Haoran Wang Kai Shu LRM 66 31 0 08 Oct 2023
Can LLM-Generated Misinformation Be Detected? Canyu Chen Kai Shu DeLMO 106 177 0 25 Sep 2023
FactKG: Fact Verification via Reasoning on Knowledge Graphs Jiho Kim Sungjin Park Yeonsu Kwon Yohan Jo James Thorne E. Choi 44 62 0 11 May 2023
Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resources Sahar Abdelnabi Rakibul Hasan Mario Fritz 78 81 0 30 Nov 2021
Retrieval Augmentation Reduces Hallucination in Conversation Kurt Shuster Spencer Poff Moya Chen Douwe Kiela Jason Weston HILM 95 734 0 15 Apr 2021
NewsCLIPpings: Automatic Generation of Out-of-Context Multimodal Media Grace Luo Trevor Darrell Anna Rohrbach 48 94 0 13 Apr 2021
IA-GCN: Interpretable Attention based Graph Convolutional Network for Disease prediction Anees Kazi Soroush Farghadani Nassir Navab GNN 65 16 0 29 Mar 2021
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification Yunsheng Shi Zhengjie Huang Shikun Feng Hui Zhong Wenjin Wang Yu Sun AI4CE 93 789 0 08 Sep 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 811 42,055 0 28 May 2020
GCAN: Graph-aware Co-Attention Networks for Explainable Fake News Detection on Social Media Yi-Ju Lu Cheng-Te Li GNN 111 393 0 24 Apr 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 148 1,657 0 14 Mar 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,164 0 30 Oct 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 644 29,076 0 09 Sep 2016