Disentangling Fact from Sentiment: A Dynamic Conflict-Consensus Framework for Multimodal Fake News Detection
Fuente:
arXiv
Saved in:
| Main Authors: | Zhou, Weilin, Ying, Zonghao, Zhao, Rongchen, Meng, Chunlei, Zou, Quanchen, Zhang, Deyue, Gu, Enhao, Liu, Mingze, Yang, Dongdong, Zhang, Xiangzheng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
DIVER: Dynamic Iterative Visual Evidence Reasoning for Multimodal Fake News Detection
by: Zhou, Weilin, et al.
Published: (2026)
by: Zhou, Weilin, et al.
Published: (2026)
DMN: A Compositional Framework for Jailbreaking Multimodal LLMs with Multi-Image Inputs
by: Xu, Wenzhuo, et al.
Published: (2026)
by: Xu, Wenzhuo, et al.
Published: (2026)
Probabilistic Modeling of Jailbreak on Multimodal LLMs: From Quantification to Application
by: Xu, Wenzhuo, et al.
Published: (2025)
by: Xu, Wenzhuo, et al.
Published: (2025)
SafeHarbor: Hierarchical Memory-Augmented Guardrail for LLM Agent Safety
by: Liu, Zhe, et al.
Published: (2026)
by: Liu, Zhe, et al.
Published: (2026)
Reasoning-Oriented Programming: Chaining Semantic Gadgets to Jailbreak Large Vision Language Models
by: Zou, Quanchen, et al.
Published: (2026)
by: Zou, Quanchen, et al.
Published: (2026)
Robust Privacy: Inference-Time Privacy through Certified Robustness
by: Jin, Jiankai, et al.
Published: (2026)
by: Jin, Jiankai, et al.
Published: (2026)
PRISM: Programmatic Reasoning with Image Sequence Manipulation for LVLM Jailbreaking
by: Zou, Quanchen, et al.
Published: (2025)
by: Zou, Quanchen, et al.
Published: (2025)
Two Frames Matter: A Temporal Attack for Text-to-Video Model Jailbreaking
by: Chen, Moyang, et al.
Published: (2026)
by: Chen, Moyang, et al.
Published: (2026)
Sequential Comics for Jailbreaking Multimodal Large Language Models via Structured Visual Storytelling
by: Zhang, Deyue, et al.
Published: (2025)
by: Zhang, Deyue, et al.
Published: (2025)
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)
Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models
by: Ying, Zonghao, et al.
Published: (2025)
by: Ying, Zonghao, et al.
Published: (2025)
Multi-Turn Context Jailbreak Attack on Large Language Models From First Principles
by: Sun, Xiongtao, et al.
Published: (2024)
by: Sun, Xiongtao, et al.
Published: (2024)
TrajShield: Trajectory-Level Safety Mediation for Defending Text-to-Video Models Against Jailbreak Attacks
by: Zou, Quanchen, et al.
Published: (2026)
by: Zou, Quanchen, et al.
Published: (2026)
Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings
by: Ying, Zonghao, et al.
Published: (2025)
by: Ying, Zonghao, et al.
Published: (2025)
Mask-GCG: Are All Tokens in Adversarial Suffixes Necessary for Jailbreak Attacks?
by: Mu, Junjie, et al.
Published: (2025)
by: Mu, Junjie, et al.
Published: (2025)
SAPL: Semantic-Agnostic Prompt Learning in CLIP for Weakly Supervised Image Manipulation Localization
by: Wang, Xinghao, et al.
Published: (2026)
by: Wang, Xinghao, et al.
Published: (2026)
Tri-Subspaces Disentanglement for Multimodal Sentiment Analysis
by: Meng, Chunlei, et al.
Published: (2026)
by: Meng, Chunlei, et al.
Published: (2026)
Temporal-Spatial Decouple before Act: Disentangled Representation Learning for Multimodal Sentiment Analysis
by: Meng, Chunlei, et al.
Published: (2026)
by: Meng, Chunlei, et al.
Published: (2026)
Demystifying and Detecting Agentic Workflow Injection Vulnerabilities in GitHub Actions
by: Wang, Shenao, et al.
Published: (2026)
by: Wang, Shenao, et al.
Published: (2026)
FactGuard: Event-Centric and Commonsense-Guided Fake News Detection
by: He, Jing, et al.
Published: (2025)
by: He, Jing, et al.
Published: (2025)
FactCHD: Benchmarking Fact-Conflicting Hallucination Detection
by: Chen, Xiang, et al.
Published: (2023)
by: Chen, Xiang, et al.
Published: (2023)
Dynamic Interaction-Aware and Causality-Disentangled Framework for Multimodal Sentiment Analysis
by: Dong, Guangyuan, et al.
Published: (2026)
by: Dong, Guangyuan, et al.
Published: (2026)
Fact or Fake? Assessing the Role of Deepfake Detectors in Multimodal Misinformation Detection
by: Sagar, A S M Sharifuzzaman, et al.
Published: (2026)
by: Sagar, A S M Sharifuzzaman, et al.
Published: (2026)
Disentangle-then-Align: Non-Iterative Hybrid Multimodal Image Registration via Cross-Scale Feature Disentanglement
by: Zhang, Chunlei, et al.
Published: (2026)
by: Zhang, Chunlei, et al.
Published: (2026)
SARC: Sentiment-Augmented Deep Role Clustering for Fake News Detection
by: Wang, Jingqing, et al.
Published: (2025)
by: Wang, Jingqing, et al.
Published: (2025)
Evolving Deception: When Agents Evolve, Deception Wins
by: Ying, Zonghao, et al.
Published: (2026)
by: Ying, Zonghao, et al.
Published: (2026)
SPARK: Jailbreaking T2V Models by Synergistically Prompting Auditory and Recontextualized Knowledge
by: Ying, Zonghao, et al.
Published: (2025)
by: Ying, Zonghao, et al.
Published: (2025)
AgentVisor: Defending LLM Agents Against Prompt Injection via Semantic Virtualization
by: Ying, Zonghao, et al.
Published: (2026)
by: Ying, Zonghao, et al.
Published: (2026)
Reading Between the Pixels: An Inscriptive Jailbreak Attack on Text-to-Image Models
by: Ying, Zonghao, et al.
Published: (2026)
by: Ying, Zonghao, et al.
Published: (2026)
Missing-by-Design: Certifiable Modality Deletion for Revocable Multimodal Sentiment Analysis
by: Fu, Rong, et al.
Published: (2026)
by: Fu, Rong, 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)
Fighting Fake Facts
Published: (2024)
Published: (2024)
FASSILA: A Corpus for Algerian Dialect Fake News Detection and Sentiment Analysis
by: Abdedaiem, Amin, et al.
Published: (2024)
by: Abdedaiem, Amin, et al.
Published: (2024)
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)
Mixture of Disentangled Experts with Missing Modalities for Robust Multimodal Sentiment Analysis
by: Li, Xiang, et al.
Published: (2026)
by: Li, Xiang, et al.
Published: (2026)
Exploring Modality Disruption in Multimodal Fake News Detection
by: Liu, Moyang, et al.
Published: (2025)
by: Liu, Moyang, 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)
DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis
by: Wang, Pan, et al.
Published: (2024)
by: Wang, Pan, et al.
Published: (2024)
LiveFact: A Dynamic, Time-Aware Benchmark for LLM-Driven Fake News Detection
by: Xu, Cheng, et al.
Published: (2026)
by: Xu, Cheng, et al.
Published: (2026)
Hydrodynamic limit for an active-passive exclusion process
by: Li, Deyue
Published: (2025)
by: Li, Deyue
Published: (2025)
Similar Items
-
DIVER: Dynamic Iterative Visual Evidence Reasoning for Multimodal Fake News Detection
by: Zhou, Weilin, et al.
Published: (2026) -
DMN: A Compositional Framework for Jailbreaking Multimodal LLMs with Multi-Image Inputs
by: Xu, Wenzhuo, et al.
Published: (2026) -
Probabilistic Modeling of Jailbreak on Multimodal LLMs: From Quantification to Application
by: Xu, Wenzhuo, et al.
Published: (2025) -
SafeHarbor: Hierarchical Memory-Augmented Guardrail for LLM Agent Safety
by: Liu, Zhe, et al.
Published: (2026) -
Reasoning-Oriented Programming: Chaining Semantic Gadgets to Jailbreak Large Vision Language Models
by: Zou, Quanchen, et al.
Published: (2026)