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Papers Deception Detection

“Deception Detection” 태그가 달린 논문 122편 · 필터 해제

Deception Detection in Dyadic Exchanges Using Multimodal Machine Learning: A Study on a Swedish Cohort

2025-06-26 · Franco Rugolon, Thomas Jack Samuels, Stephan Hau, Lennart Högman

This study investigates the efficacy of using multimodal machine learning techniques to detect deception in dyadic interactions, focusing on the integration of data from both the deceiver and the deceived. We compare ear…

Deception Detection

Hidden in Plain Sight: Evaluation of the Deception Detection Capabilities of LLMs in Multimodal Settings

2025-06-11 · Md Messal Monem Miah, Adrita Anika, Xi Shi, Ruihong Huang

Detecting deception in an increasingly digital world is both a critical and challenging task. In this study, we present a comprehensive evaluation of the automated deception detection capabilities of Large Language Model…

Deception Detection

What if Deception Cannot be Detected? A Cross-Linguistic Study on the Limits of Deception Detection from Text

2025-05-19 · Aswathy Velutharambath, Kai Sassenberg, Roman Klinger

Can deception be detected solely from written text? Cues of deceptive communication are inherently subtle, even more so in text-only communication. Yet, prior studies have reported considerable success in automatic decep…

Deception Detection

Among Us: A Sandbox for Measuring and Detecting Agentic Deception

2025-04-05 · Satvik Golechha, Adrià Garriga-Alonso

Prior studies on deception in language-based AI agents typically assess whether the agent produces a false statement about a topic, or makes a binary choice prompted by a goal, rather than allowing open-ended deceptive b…

Deception Detection

Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL

2025-02-18 · Wichayaporn Wongkamjan, Yanze Wang, Feng Gu, Denis Peskoff 외

An increasingly prevalent socio-technical problem is people being taken in by offers that sound ``too good to be true'', where persuasion and trust shape decision-making. This paper investigates how \abr{ai} can help det…

counterfactualDeception DetectionDecision MakingFriction+3

When lies are mostly truthful: automated verbal deception detection for embedded lies

2025-01-13 · Riccardo Loconte, Bennett Kleinberg

Background: Verbal deception detection research relies on narratives and commonly assumes statements as truthful or deceptive. A more realistic perspective acknowledges that the veracity of statements exists on a continu…

Deception Detection

Effective faking of verbal deception detection with target-aligned adversarial attacks

2025-01-10 · Bennett Kleinberg, Riccardo Loconte, Bruno Verschuere

Background: Deception detection through analysing language is a promising avenue using both human judgments and automated machine learning judgments. For both forms of credibility assessment, automated adversarial attack…

Adversarial AttackDeception DetectionLanguage ModelingLanguage Modelling+1

AFFAKT: A Hierarchical Optimal Transport based Method for Affective Facial Knowledge Transfer in Video Deception Detection

2024-12-12 · Zihan Ji, Xuetao Tian, Ye Liu

The scarcity of high-quality large-scale labeled datasets poses a huge challenge for employing deep learning models in video deception detection. To address this issue, inspired by the psychological theory on the relatio…

Deception DetectionRelation MappingTransfer Learning

Variation between Credible and Non-Credible News Across Topics

2024-11-19 · Emilie Francis

'Fake News' continues to undermine trust in modern journalism and politics. Despite continued efforts to study fake news, results have been conflicting. Previous attempts to analyse and combat fake news have largely focu…

Deception DetectionMisinformation

Literature Meets Data: A Synergistic Approach to Hypothesis Generation

2024-10-22 · Haokun Liu, Yangqiaoyu Zhou, Mingxuan Li, Chenfei Yuan 외

AI holds promise for transforming scientific processes, including hypothesis generation. Prior work on hypothesis generation can be broadly categorized into theory-driven and data-driven approaches. While both have prove…

Deception DetectionDecision Making

Effects of Soft-Domain Transfer and Named Entity Information on Deception Detection

2024-10-18 · Steven Triplett, Simon Minami, Rakesh Verma

In the modern age an enormous amount of communication occurs online, and it is difficult to know when something written is genuine or deceitful. There are many reasons for someone to deceive online (e.g., monetary gain, …

Deception DetectionTransfer Learning

How Entangled is Factuality and Deception in German?

2024-09-30 · Aswathy Velutharambath, Amelie Wührl, Roman Klinger

The statement "The earth is flat" is factually inaccurate, but if someone truly believes and argues in its favor, it is not deceptive. Research on deception detection and fact checking often conflates factual accuracy wi…

Deception DetectionFact CheckingNatural Language Inference

MDPE: A Multimodal Deception Dataset with Personality and Emotional Characteristics

2024-07-17 · Cong Cai, Shan Liang, Xuefei Liu, Kang Zhu 외

Deception detection has garnered increasing attention in recent years due to the significant growth of digital media and heightened ethical and security concerns. It has been extensively studied using multimodal methods,…

Deception DetectionEmotion Recognition

Advancing Automated Deception Detection: A Multimodal Approach to Feature Extraction and Analysis

2024-07-08 · Mohamed Bahaa, Mena Hany, Ehab E. Zakaria

With the exponential increase in video content, the need for accurate deception detection in human-centric video analysis has become paramount. This research focuses on the extraction and combination of various features …

Deception DetectionFeature Engineering

Identity-free Artificial Emotional Intelligence via Micro-Gesture Understanding

2024-05-21 · Rong Gao, Xin Liu, Bohao Xing, Zitong Yu 외

In this work, we focus on a special group of human body language -- the micro-gesture (MG), which differs from the range of ordinary illustrative gestures in that they are not intentional behaviors performed to convey in…

Action RecognitionDeception DetectionEmotional IntelligenceGesture Recognition+1

Benchmarking Cross-Domain Audio-Visual Deception Detection

2024-05-11 · Xiaobao Guo, Zitong Yu, Nithish Muthuchamy Selvaraj, Bingquan Shen 외

Automated deception detection is crucial for assisting humans in accurately assessing truthfulness and identifying deceptive behavior. Conventional contact-based techniques, like polygraph devices, rely on physiological …

BenchmarkingDeception DetectionDomain Generalization

A Roadmap for Multilingual, Multimodal Domain Independent Deception Detection

2024-05-07 · Dainis Boumber, Rakesh M. Verma, Fatima Zahra Qachfar

Deception, a prevalent aspect of human communication, has undergone a significant transformation in the digital age. With the globalization of online interactions, individuals are communicating in multiple languages and …

Computer SecurityDeception Detection

Deception in Reinforced Autonomous Agents

2024-05-07 · Atharvan Dogra, Krishna Pillutla, Ameet Deshpande, Ananya B Sai 외

We explore the ability of large language model (LLM)-based agents to engage in subtle deception such as strategically phrasing and intentionally manipulating information to misguide and deceive other agents. This harmful…

Deception DetectionHallucinationLanguage ModelingLanguage Modelling+2

MAiDE-up: Multilingual Deception Detection of GPT-generated Hotel Reviews

2024-04-19 · Oana Ignat, Xiaomeng Xu, Rada Mihalcea

Deceptive reviews are becoming increasingly common, especially given the increase in performance and the prevalence of LLMs. While work to date has addressed the development of models to differentiate between truthful an…

Deception Detection

Can Deception Detection Go Deeper? Dataset, Evaluation, and Benchmark for Deception Reasoning

2024-02-18 · Kang Chen, Zheng Lian, Haiyang Sun, Rui Liu 외

Deception detection has attracted increasing attention due to its importance in real-world scenarios. Its main goal is to detect deceptive behaviors from multimodal clues such as gestures, facial expressions, prosody, et…

Deception DetectionSentence
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