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相关论文: How Well Do Current Speech Deepfake Detection Meth…

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This perspective calls for scholars across disciplines to address the challenge of audio deepfake detection and discernment through an interdisciplinary lens across Artificial Intelligence methods and linguistics. With an avalanche of tools…

声音 · 计算机科学 2024-11-12 Vandana P. Janeja , Christine Mallinson

Recent advances in audio generation led to an increasing number of deepfakes, making the general public more vulnerable to financial scams, identity theft, and misinformation. Audio deepfake detectors promise to alleviate this issue, with…

Multilingual falsehoods threaten information integrity worldwide, yet detection benchmarks remain confined to English or a few high-resource languages, leaving low-resource linguistic communities without robust defense tools. We introduce…

The rapid development of audio-driven talking head generators and advanced Text-To-Speech (TTS) models has led to more sophisticated temporal deepfakes. These advances highlight the need for robust methods capable of detecting and…

音频与语音处理 · 电气工程与系统科学 2025-08-12 Ivan Kukanov , Jun Wah Ng

Deepfake audio detection is challenging for low-resource languages like Bengali due to limited datasets and subtle acoustic features. To address this, we introduce BangalFake, a Bengali Deepfake Audio Dataset with 12,260 real and 13,260…

声音 · 计算机科学 2025-05-19 Istiaq Ahmed Fahad , Kamruzzaman Asif , Sifat Sikder

The rise of singing voice synthesis presents critical challenges to artists and industry stakeholders over unauthorized voice usage. Unlike synthesized speech, synthesized singing voices are typically released in songs containing strong…

声音 · 计算机科学 2026-02-05 Yongyi Zang , You Zhang , Mojtaba Heydari , Zhiyao Duan

Public leaderboards increasingly suggest that large language models (LLMs) surpass human experts on benchmarks spanning academic knowledge, law, and programming. Yet most benchmarks are fully public, their questions widely mirrored across…

人工智能 · 计算机科学 2026-03-18 Eshwar Reddy M , Sourav Karmakar

The rapid spread of multilingual misinformation requires robust automated fact verification systems capable of handling fine-grained veracity assessments across diverse languages. While large language models have shown remarkable…

计算与语言 · 计算机科学 2025-07-29 Hanna Shcharbakova , Tatiana Anikina , Natalia Skachkova , Josef van Genabith

Synthesizing voice with the help of machine learning techniques has made rapid progress over the last years [1] and first high profile fraud cases have been recently reported [2]. Given the current increase in using conferencing tools for…

音频与语音处理 · 电气工程与系统科学 2021-08-04 Vanessa Barnekow , Dominik Binder , Niclas Kromrey , Pascal Munaretto , Andreas Schaad , Felix Schmieder

Deepfake audio presents a growing threat to digital security, due to its potential for social engineering, fraud, and identity misuse. However, existing detection models suffer from poor generalization across datasets, due to implicit…

声音 · 计算机科学 2025-05-13 Yasaman Ahmadiadli , Xiao-Ping Zhang , Naimul Khan

With the rapid advancement of technologies like text-to-speech (TTS) and voice conversion (VC), detecting deepfake voices has become increasingly crucial. However, both academia and industry lack a comprehensive and intuitive benchmark for…

声音 · 计算机科学 2024-09-11 Ziwei Yan , Yanjie Zhao , Haoyu Wang

Deepfake detection automatically recognizes the manipulated medias through the analysis of the difference between manipulated and non-altered videos. It is natural to ask which are the top performers among the existing deepfake detection…

计算机视觉与模式识别 · 计算机科学 2024-03-14 Chenhao Lin , Jingyi Deng , Pengbin Hu , Chao Shen , Qian Wang , Qi Li

While Vision-Language Models (VLMs) and Multimodal Large Language Models (MLLMs) have shown strong generalisation in detecting image and video deepfakes, their use for audio deepfake detection remains largely unexplored. In this work, we…

声音 · 计算机科学 2026-01-05 Akanksha Chuchra , Shukesh Reddy , Sudeepta Mishra , Abhijit Das , Abhinav Dhall

This paper summarizes the Interspeech2025 Multilingual Conversational Speech Language Model (MLC-SLM) challenge, which aims to advance the exploration of building effective multilingual conversational speech LLMs (SLLMs). We provide a…

音频与语音处理 · 电气工程与系统科学 2025-09-18 Bingshen Mu , Pengcheng Guo , Zhaokai Sun , Shuai Wang , Hexin Liu , Mingchen Shao , Lei Xie , Eng Siong Chng , Longshuai Xiao , Qiangze Feng , Daliang Wang

Audio deepfake detection has recently garnered public concern due to its implications for security and reliability. Traditional deep learning methods have been widely applied to this task but often lack generalisability when confronted with…

声音 · 计算机科学 2025-12-16 Yupei Li , Li Wang , Yuxiang Wang , Lei Wang , Rizhao Cai , Jie Shi , Björn W. Schuller , Zhizheng Wu

Speech dysfluency detection is crucial for clinical diagnosis and language assessment, but existing methods are limited by the scarcity of high-quality annotated data. Although recent advances in TTS model have enabled synthetic dysfluency…

Recent advances in text-to-speech (TTS) systems, particularly those with voice cloning capabilities, have made voice impersonation readily accessible, raising ethical and legal concerns due to potential misuse for malicious activities like…

声音 · 计算机科学 2024-10-10 Hongbin Liu , Youzheng Chen , Arun Narayanan , Athula Balachandran , Pedro J. Moreno , Lun Wang

Social media datasets are essential for research on a variety of topics, such as disinformation, influence operations, hate speech detection, or influencer marketing practices. However, access to social media datasets is often constrained…

计算与语言 · 计算机科学 2025-05-07 Henry Tari , Nojus Sereiva , Rishabh Kaushal , Thales Bertaglia , Adriana Iamnitchi

Large Language Models (LLMs) are trained on Web data that might contain spelling errors made by humans. But do they become robust to similar real-world noise? In this paper, we investigate the effect of real-world spelling mistakes on the…

计算与语言 · 计算机科学 2025-01-15 Amirhossein Aliakbarzadeh , Lucie Flek , Akbar Karimi

With the advancement of generative modeling techniques, synthetic human speech becomes increasingly indistinguishable from real, and tricky challenges are elicited for the audio deepfake detection (ADD) system. In this paper, we exploit…

声音 · 计算机科学 2024-03-05 Yujie Yang , Haochen Qin , Hang Zhou , Chengcheng Wang , Tianyu Guo , Kai Han , Yunhe Wang