Papers Misinformation
“Misinformation” 태그가 달린 논문 1,282편 · 필터 해제
SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks
Audio plays a crucial role in applications like speaker verification, voice-enabled smart devices, and audio conferencing. However, audio manipulations, such as deepfakes, pose significant risks by enabling the spread of…
DeepFake DetectionFace SwappingMisinformationSpeaker Verification+1Leveraging Pre-Trained Visual Models for AI-Generated Video Detection
Recent advances in Generative AI (GenAI) have led to significant improvements in the quality of generated visual content. As AI-generated visual content becomes increasingly indistinguishable from real content, the chall…
MisinformationVideo GenerationKEN: Knowledge Augmentation and Emotion Guidance Network for Multimodal Fake News Detection
In recent years, the rampant spread of misinformation on social media has made accurate detection of multimodal fake news a critical research focus. However, previous research has not adequately understood the semantics …
Fake News DetectionMisinformationWorld KnowledgeLLM-Stackelberg Games: Conjectural Reasoning Equilibria and Their Applications to Spearphishing
We introduce the framework of LLM-Stackelberg games, a class of sequential decision-making models that integrate large language models (LLMs) into strategic interactions between a leader and a follower. Departing from cl…
Decision MakingMisinformationRecommendation SystemsSequential Decision MakingMulti-Agent Retrieval-Augmented Framework for Evidence-Based Counterspeech Against Health Misinformation
Large language models (LLMs) incorporated with Retrieval-Augmented Generation (RAG) have demonstrated powerful capabilities in generating counterspeech against misinformation. However, current studies rely on limited evi…
InformativenessMisinformationRAGRetrieval+1LLMs are Introvert
The exponential growth of social media and generative AI has transformed information dissemination, fostering connectivity but also accelerating the spread of misinformation. Understanding information propagation dynamic…
Human DynamicsMisinformationStance DetectionRemember Past, Anticipate Future: Learning Continual Multimodal Misinformation Detectors
Nowadays, misinformation articles, especially multimodal ones, are widely spread on social media platforms and cause serious negative effects. To control their propagation, Multimodal Misinformation Detection (MMD) becom…
ArticlesContinual LearningMisinformationThe Ethical Implications of AI in Creative Industries: A Focus on AI-Generated Art
As Artificial Intelligence (AI) continues to grow daily, more exciting (and somewhat controversial) technology emerges every other day. As we see the advancements in AI, we see more and more people becoming skeptical of …
EthicsMisinformationA Survey on Proactive Defense Strategies Against Misinformation in Large Language Models
The widespread deployment of large language models (LLMs) across critical domains has amplified the societal risks posed by algorithmically generated misinformation. Unlike traditional false content, LLM-generated misinf…
MisinformationRobustness of Misinformation Classification Systems to Adversarial Examples Through BeamAttack
We extend BeamAttack, an adversarial attack algorithm designed to evaluate the robustness of text classification systems through word-level modifications guided by beam search. Our extensions include support for word del…
Adversarial AttackMisinformationtext-classificationText ClassificationPersona-Assigned Large Language Models Exhibit Human-Like Motivated Reasoning
Reasoning in humans is prone to biases due to underlying motivations like identity protection, that undermine rational decision-making and judgment. This motivated reasoning at a collective level can be detrimental to so…
MisinformationSocial Media Can Reduce Misinformation When Public Scrutiny is High
Misinformation poses a growing global threat to institutional trust, democratic stability, and public decision-making. While prior research has often portrayed social media as a channel for spreading falsehoods, less is …
MisinformationPhantomHunter: Detecting Unseen Privately-Tuned LLM-Generated Text via Family-Aware Learning
With the popularity of large language models (LLMs), undesirable societal problems like misinformation production and academic misconduct have been more severe, making LLM-generated text detection now of unprecedented im…
LLM-generated Text DetectionMisinformationText DetectionVeracity: An Open-Source AI Fact-Checking System
The proliferation of misinformation poses a significant threat to society, exacerbated by the capabilities of generative AI. This demo paper introduces Veracity, an open-source AI system designed to empower individuals t…
Fact CheckingMisinformationRetrievalStep-by-Step Reasoning Attack: Revealing 'Erased' Knowledge in Large Language Models
Knowledge erasure in large language models (LLMs) is important for ensuring compliance with data and AI regulations, safeguarding user privacy, mitigating bias, and misinformation. Existing unlearning methods aim to make…
MisinformationRealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking
Large Language Models (LLMs) hold significant potential for advancing fact-checking by leveraging their capabilities in reasoning, evidence retrieval, and explanation generation. However, existing benchmarks fail to comp…
Explanation GenerationFact CheckingMisinformationDataset of News Articles with Provenance Metadata for Media Relevance Assessment
Out-of-context and misattributed imagery is the leading form of media manipulation in today's misinformation and disinformation landscape. The existing methods attempting to detect this practice often only consider wheth…
ArticlesMisinformationSocietal AI Research Has Become Less Interdisciplinary
As artificial intelligence (AI) systems become deeply embedded in everyday life, calls to align AI development with ethical and societal values have intensified. Interdisciplinary collaboration is often championed as a k…
FairnessMisinformationCan LLMs Ground when they (Don't) Know: A Study on Direct and Loaded Political Questions
Communication among humans relies on conversational grounding, allowing interlocutors to reach mutual understanding even when they do not have perfect knowledge and must resolve discrepancies in each other's beliefs. Thi…
MisinformationEvaluation empirique de la sécurisation et de l'alignement de ChatGPT et Gemini: analyse comparative des vulnérabilités par expérimentations de jailbreaks
Large Language models (LLMs) are transforming digital usage, particularly in text generation, image creation, information retrieval and code development. ChatGPT, launched by OpenAI in November 2022, quickly became a ref…
Information RetrievalMisinformationRetrievalText Generation