mlsanityData to 7 Oct 2026

ADD 2023: the Second Audio Deepfake Detection Challenge

arXiv 2305.13774 ↗First posted 23 May 2023cs.SD eess.AScited by 64

Not on the map. Why?

Abstract (arXiv)

Audio deepfake detection is an emerging topic in the artificial intelligence community. The second Audio Deepfake Detection Challenge (ADD 2023) aims to spur researchers around the world to build new innovative technologies that can further accelerate and foster research on detecting and analyzing deepfake speech utterances. Different from previous challenges (e.g. ADD 2022), ADD 2023 focuses on surpassing the constraints of binary real/fake classification, and actually localizing the manipulated intervals in a partially fake speech as well as pinpointing the source responsible for generating any fake audio. Furthermore, ADD 2023 includes more rounds of evaluation for the fake audio game sub-challenge. The ADD 2023 challenge includes three subchallenges: audio fake game (FG), manipulation region location (RL) and deepfake algorithm recognition (AR). This paper describes the datasets, evaluation metrics, and protocols. Some findings are also reported in audio deepfake detection tasks.

Key facts. Cited by 64 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 May 2023.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 3; 2024: 20; 2025: 18; 2026: 23.

64 papers.

Sort:

By area:

  1. 2024The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audiocited by 31
  2. 2024SpoofCeleb: Speech Deepfake Detection and SASV In The Wildcited by 22
  3. 2025Speech DF Arena: A Leaderboard for Speech DeepFake Detection Modelscited by 20
  4. 2025Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-spoofingcited by 17
  5. 2025ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detectioncited by 17
  6. 2024Cross-Domain Audio Deepfake Detection: Dataset and Analysiscited by 11
  7. 2024Where are we in audio deepfake detection? A systematic analysis over generative and detection modelscited by 11
  8. 2024How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio?cited by 10
  9. 2024Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlookcited by 10
  10. 2024CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learningcited by 9
  11. 2024Enhancing Partially Spoofed Audio Localization with Boundary-aware Attention Mechanismcited by 9
  12. 2024Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunitiescited by 7
38 more
  1. 2024USTC-KXDIGIT System Description for ASVspoof5 Challengecited by 7
  2. 2025Multilingual Source Tracing of Speech Deepfakes: A First Benchmarkcited by 7
  3. 2024Retrieval-Augmented Audio Deepfake Detectioncited by 6
  4. 2024Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion Strategycited by 5
  5. 2024VoiceWukong: Benchmarking Deepfake Voice Detectioncited by 5
  6. 2024Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysiscited by 5
  7. 2024Region-Based Optimization in Continual Learning for Audio Deepfake Detectioncited by 5
  8. 2025Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusioncited by 5
  9. 2026TRACE: Training-Free Partial Audio Deepfake Detection via Embedding Trajectory Analysis of Speech Foundation Modelscited by 5
  10. 2024Passive Deepfake Detection Across Multi-modalities: A Comprehensive Surveycited by 4
  11. 2025Can Emotion Fool Anti-spoofing?cited by 4
  12. 2026Do Compact SSL Backbones Matter for Audio Deepfake Detection? A Controlled Study with RAPTORcited by 4
  13. 2026Towards Robust Speech Deepfake Detection via Human-Inspired Reasoningcited by 4
  14. 2024Lightweight Model Attribution and Detection of Synthetic Speech via Audio Residual Fingerprintscited by 3
  15. 2025Multi-level SSL Feature Gating for Audio Deepfake Detectioncited by 3
  16. 2026AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plancited by 3
  17. 2025Localizing Audio-Visual Deepfakes via Hierarchical Boundary Modelingcited by 2
  18. 2025Attention-based Mixture of Experts for Robust Speech Deepfake Detectioncited by 2
  19. 2025Reliable Audio Deepfake Detection in Variable Conditions via Quantum-Kernel SVMscited by 2
  20. 2026Multi-Speaker Conversational Audio Deepfake: Taxonomy, Dataset and Pilot Studycited by 2
  21. 2026Deepfake Word Detection by Next-token Prediction using Fine-tuned Whispercited by 2
  22. 2026Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracingcited by 2
  23. 2023The DKU-DUKEECE System for the Manipulation Region Location Task of ADD 2023cited by 1
  24. 2024SpMis: An Investigation of Synthetic Spoken Misinformation Detectioncited by 1
  25. 2025DeePen: Penetration Testing for Audio Deepfake Detectioncited by 1
  26. 2025BanglaFake: Constructing and Evaluating a Specialized Bengali Deepfake Audio Datasetcited by 1
  27. 2025XMAD-Bench: Cross-Domain Multilingual Audio Deepfake Benchmarkcited by 1
  28. 2025Fake Speech Wild: Detecting Deepfake Speech on Social Media Platformcited by 1
  29. 2025Segment Transformer: AI-Generated Music Detection via Music Structural Analysiscited by 1
  30. 2026Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMscited by 1
  31. 2026Open-Set Source Tracing as Compositional Factors via Structured Prototypescited by 1
  32. 2026Teffic-Audio: Tell Fact from Fictioncited by 1
  33. 2023TranssionADD: A multi-frame reinforcement based sequence tagging model for audio deepfake detectioncited by 0
  34. 2023An End-to-End Multi-Module Audio Deepfake Generation System for ADD Challenge 2023cited by 0
  35. 2024A New Approach to Voice Authenticitycited by 0
  36. 2024An Unsupervised Domain Adaptation Method for Locating Manipulated Region in partially fake Audiocited by 0
  37. 2025Audio-FLAN: An Instruction-Following Dataset for Unified Audio Understanding and Generation of Speech, Music, and Soundcited by 0
  38. 2025HuLA: Prosody-Aware Anti-Spoofing with Multi-Task Learning for Expressive and Emotional Synthetic Speechcited by 0

50 most cited of 64 All 64 (JSON)