Fake News in Sheep's Clothing: Robust Fake News Detection Against LLM-Empowered Style Attacks
Fuente:
arXiv
Saved in:
| Main Authors: | Wu, Jiaying, Guo, Jiafeng, Hooi, Bryan |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Each Fake News is Fake in its Own Way: An Attribution Multi-Granularity Benchmark for Multimodal Fake News Detection
by: Guo, Hao, et al.
Published: (2024)
by: Guo, Hao, et al.
Published: (2024)
Adversarial Style Augmentation via Large Language Model for Robust Fake News Detection
by: Park, Sungwon, et al.
Published: (2024)
by: Park, Sungwon, et al.
Published: (2024)
Group-Adaptive Adversarial Learning for Robust Fake News Detection Against Malicious Comments
by: Tong, Zhao, et al.
Published: (2025)
by: Tong, Zhao, et al.
Published: (2025)
Robust Fake News Detection using Large Language Models under Adversarial Sentiment Attacks
by: Tahmasebi, Sahar, et al.
Published: (2026)
by: Tahmasebi, Sahar, et al.
Published: (2026)
Fake News Detection: It's All in the Data!
by: Kuntur, Soveatin, et al.
Published: (2024)
by: Kuntur, Soveatin, et al.
Published: (2024)
FakeGPT: Fake News Generation, Explanation and Detection of Large Language Models
by: Huang, Yue, et al.
Published: (2023)
by: Huang, Yue, et al.
Published: (2023)
FakeWatch: A Framework for Detecting Fake News to Ensure Credible Elections
by: Raza, Shaina, et al.
Published: (2024)
by: Raza, Shaina, et al.
Published: (2024)
From Scarcity to Capability: Empowering Fake News Detection in Low-Resource Languages with LLMs
by: Shibu, Hrithik Majumdar, et al.
Published: (2025)
by: Shibu, Hrithik Majumdar, et al.
Published: (2025)
Heterogeneous Subgraph Transformer for Fake News Detection
by: Zhang, Yuchen, et al.
Published: (2024)
by: Zhang, Yuchen, et al.
Published: (2024)
Style-News: Incorporating Stylized News Generation and Adversarial Verification for Neural Fake News Detection
by: Wang, Wei-Yao, et al.
Published: (2024)
by: Wang, Wei-Yao, et al.
Published: (2024)
Propagation Structure-Semantic Transfer Learning for Robust Fake News Detection
by: Chen, Mengyang, et al.
Published: (2026)
by: Chen, Mengyang, et al.
Published: (2026)
Prompt-Induced Linguistic Fingerprints for LLM-Generated Fake News Detection
by: Wang, Chi, et al.
Published: (2025)
by: Wang, Chi, et al.
Published: (2025)
A Self-Learning Multimodal Approach for Fake News Detection
by: Chen, Hao, et al.
Published: (2024)
by: Chen, Hao, et al.
Published: (2024)
RADAR: Retrieval-Augmented Detector with Adversarial Refinement for Robust Fake News Detection
by: Ma, Song-Duo, et al.
Published: (2026)
by: Ma, Song-Duo, et al.
Published: (2026)
Many Ways to Be Fake: Benchmarking Fake News Detection Under Strategy-Driven AI Generation
by: Wang, Xinyu, et al.
Published: (2026)
by: Wang, Xinyu, et al.
Published: (2026)
Trust Oriented Explainable AI for Fake News Detection
by: Siwek, Krzysztof, et al.
Published: (2026)
by: Siwek, Krzysztof, et al.
Published: (2026)
Synthetic News Generation for Fake News Classification
by: Sittar, Abdul, et al.
Published: (2025)
by: Sittar, Abdul, et al.
Published: (2025)
Fake News Detection After LLM Laundering: Measurement and Explanation
by: Das, Rupak Kumar, et al.
Published: (2025)
by: Das, Rupak Kumar, et al.
Published: (2025)
Retrieval-Augmented Multimodal Model for Fake News Detection
by: Li, Yiheng, et al.
Published: (2026)
by: Li, Yiheng, et al.
Published: (2026)
LLM-MRD: LLM-Guided Multi-View Reasoning Distillation for Fake News Detection
by: Zhou, Weilin, et al.
Published: (2026)
by: Zhou, Weilin, et al.
Published: (2026)
POLygraph: Polish Fake News Dataset
by: Dzienisiewicz, Daniel, et al.
Published: (2024)
by: Dzienisiewicz, Daniel, et al.
Published: (2024)
A Graph-Enhanced Defense Framework for Explainable Fake News Detection with LLM
by: Wang, Bo, et al.
Published: (2026)
by: Wang, Bo, et al.
Published: (2026)
Is LLMs Hallucination Usable? LLM-based Negative Reasoning for Fake News Detection
by: Zhang, Chaowei, et al.
Published: (2025)
by: Zhang, Chaowei, et al.
Published: (2025)
Multi-view autoencoders for Fake News Detection
by: Pereira, Ingryd V. S. T., et al.
Published: (2025)
by: Pereira, Ingryd V. S. T., et al.
Published: (2025)
An Experimental Comparison of the Most Popular Approaches to Fake News Detection
by: Dell'Oglio, Pietro, et al.
Published: (2026)
by: Dell'Oglio, Pietro, et al.
Published: (2026)
Verify as You Go: An LLM-Powered Browser Extension for Fake News Detection
by: Sallami, Dorsaf, et al.
Published: (2026)
by: Sallami, Dorsaf, et al.
Published: (2026)
Detection of Human and Machine-Authored Fake News in Urdu
by: Ali, Muhammad Zain, et al.
Published: (2024)
by: Ali, Muhammad Zain, et al.
Published: (2024)
FactGuard: Event-Centric and Commonsense-Guided Fake News Detection
by: He, Jing, et al.
Published: (2025)
by: He, Jing, et al.
Published: (2025)
Addressing Data Scarcity in Bangla Fake News Detection: An LLM-Based Dataset Augmentation Approach
by: Sani, Ahmed Alfey, et al.
Published: (2026)
by: Sani, Ahmed Alfey, et al.
Published: (2026)
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning
by: Yan, Kaiying, et al.
Published: (2025)
by: Yan, Kaiying, et al.
Published: (2025)
Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions
by: Yi, Jingyuan, et al.
Published: (2025)
by: Yi, Jingyuan, et al.
Published: (2025)
FineFake: A Knowledge-Enriched Dataset for Fine-Grained Multi-Domain Fake News Detection
by: Zhou, Ziyi, et al.
Published: (2024)
by: Zhou, Ziyi, et al.
Published: (2024)
Head-wise Modality Specialization within MLLMs for Robust Fake News Detection under Missing Modality
by: Qian, Kai, et al.
Published: (2026)
by: Qian, Kai, et al.
Published: (2026)
An Information-theoretic Propagation Denoising and Fusion Framework for Fake News Detection
by: Chen, Mengyang, et al.
Published: (2026)
by: Chen, Mengyang, et al.
Published: (2026)
Synergizing LLMs with Global Label Propagation for Multimodal Fake News Detection
by: Hu, Shuguo, et al.
Published: (2025)
by: Hu, Shuguo, et al.
Published: (2025)
Graph with Sequence: Broad-Range Semantic Modeling for Fake News Detection
by: Yin, Junwei, et al.
Published: (2024)
by: Yin, Junwei, et al.
Published: (2024)
SARC: Sentiment-Augmented Deep Role Clustering for Fake News Detection
by: Wang, Jingqing, et al.
Published: (2025)
by: Wang, Jingqing, et al.
Published: (2025)
A Regularized LSTM Method for Detecting Fake News Articles
by: Camelia, Tanjina Sultana, et al.
Published: (2024)
by: Camelia, Tanjina Sultana, et al.
Published: (2024)
Large Language Model Agent for Fake News Detection
by: Li, Xinyi, et al.
Published: (2024)
by: Li, Xinyi, et al.
Published: (2024)
ZoFia: Zero-Shot Fake News Detection with Entity-Guided Retrieval and Multi-LLM Interaction
by: Wu, Lvhua, et al.
Published: (2025)
by: Wu, Lvhua, et al.
Published: (2025)
Similar Items
-
Each Fake News is Fake in its Own Way: An Attribution Multi-Granularity Benchmark for Multimodal Fake News Detection
by: Guo, Hao, et al.
Published: (2024) -
Adversarial Style Augmentation via Large Language Model for Robust Fake News Detection
by: Park, Sungwon, et al.
Published: (2024) -
Group-Adaptive Adversarial Learning for Robust Fake News Detection Against Malicious Comments
by: Tong, Zhao, et al.
Published: (2025) -
Robust Fake News Detection using Large Language Models under Adversarial Sentiment Attacks
by: Tahmasebi, Sahar, et al.
Published: (2026) -
Fake News Detection: It's All in the Data!
by: Kuntur, Soveatin, et al.
Published: (2024)