Neural Audio

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16 papers in the last four weeks, up 220% on the four weeks before. 0.2% of all new papers.

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  1. Sobolev Norms in Neural Embeddings Measure Audio Morphing Regularity

    Oct 6, 2026Théo Chasle Cauchy, Modan Tailleur, Barbara Pascal +2Neural AudioSpeaker Similarity

    Nantes Universit´e, ´Ecole Centrale Nantes, CNRS, LS2N, UMR6004, F-44000 Nantes, France. · Arturia, Montbonnot Saint-Martin, France

  2. LeAVJEPA: A Minimalist Architecture for Audio-Visual Self-Supervised Learning

    Oct 5, 2026Benjamin Robson, Santeri Mentu, Wenshuai Zhao +1Audio-Visual ReasoningNeural Audio

    ELLIS Institute Finland Aalto University

  3. Revisiting Frame-Wise Saliency for Audio Moment Retrieval

    Oct 5, 2026Tatsuya Komatsu, Hokuto MunakataRt-DetrNeural Audio

    LY Corporation, Tokyo, Japan

  4. Task-Aware Joint Pruning and Distillation for Efficient Audio Deepfake Detection

    Oct 4, 2026Miao He, Peng Cheng, Zhongjie Ba +4Neural Audio

    The State Key Laboratory of Blockchain and Data Security, Zhejiang University, China · Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security, China · Qingdao Institute of Software College of Computer Science and Technology, China University of Petroleum (East China), China +1

  5. LAST: Looped Audio Spectrogram Transformer

    Oct 1, 2026Haider Al-Tahan, Sean O'Brien, Anastasia Razdaibiedina +1Neural AudioTransformer Architectures

    Georgia Institute of Technology · University of California San Diego · Google DeepMind

  6. Exposing the Cost of Deep Learning Audio Development

    Oct 1, 2026Constance Douwes, Paul Magron, Romain SerizelNeural AudioEnergy Consumption

    Universit´e de Lorraine, CNRS, Inria, LORIA, F-54000 Nancy, France

  7. Boundary and Intra-Segment Learning for Partial Audio Deepfake Localization

    Sep 22, 2026Zhe Ye, Xiangui Kang, Minhua Huang +3Neural AudioAuthenticity

    Guangdong Key Lab of Information Security, School of Computer Science and Engineering, Sun Yat-sen University, China · Nanyang Technological University, Singapore · China Mobile Internet Corporation, China +1

  8. ART-NAD: An Articulatory Inversion-based Neural Acoustic Distance for Pathological Speech Intelligibility Assessment

    Sep 21, 2026Bence Mark Halpern, Thomas Tienkamp, Defne Abur +1ArticulatoryVocal Tract Shape

    Nagoya University Nagoya, Japan · University of Cologne Cologne, Germany · University of Groningen Groningen, the Netherlands

  9. CoRELoop: Parameter-Efficient Controlled Recurrent Refinement for Audio Deepfake Detection

    Sep 17, 2026Kunyu Feng, Yuxiang Wang, Li Wang +2Audio Deepfake DetectionNeural Audio

    The Chinese University of Hong Kong, Shenzhen · Amphion Technology Co., Ltd.

  10. Sample-Conditioned Representation Selection for Audio Few-Shot Learning

    Sep 15, 2026Fengrui Liu, Ningxin Shen, Yi Li +3Neural AudioFew-Shot Learning

    National Key Laboratory of Space Integrated Information System, Institute of Software, Chinese Academy of Sciences · School of Computer Science, Nanjing University · School of Computer Science and Technology, East China Normal University +1

  11. Graph Attention Design Choices Matter: A Controlled Study of LoRA-Adapted Audio Anti-Spoofing

    Sep 14, 2026Haoyu Wang, Jing Yang, Chenyu Liu +7Neural AudioSpoofing

    School of Computing and Artificial Intelligence, Southwestern University of Finance and Economics, Chengdu, China · MiLM Plus, Xiaomi Inc., Beijing, China · School of Electronic Information, Wuhan University, Wuhan, China +1

  12. MAST: Label-Efficient, Robust, and Generalizable Sound Detection for Biodiversity Monitoring via Masked Audio Pretraining and Self-Training

    Sep 14, 2026Tianyi Xu, Daniel Pimentel-Alarcón, Zuzana Buřivalová +1Passive Acoustic MonitoringSound Event Detection

    University of Wisconsin–Madison

  13. Rethinking Procedural Audio Pre-training: Source Scaling and Objective Adaptation

    Sep 14, 2026Jiajun Peng, Fengrui Liu, Xinyu Liu +1Neural AudioProcedural

    School of Data Science, University of Science and Technology of China, Hefei 230026, China · School of Computer Science and Technology, East China Normal University, Shanghai 200062, China · School of Psychology, Shanghai Jiao Tong University, Shanghai 200030, China

  14. Real-Time Music Source Separation on a Low-Power Audio DSP

    Sep 14, 2026Jianan Li, Li Liu, Ken Malsky +1Speech SeparationNeural Audio

    Analog Devices, Inc., Norwood, MA, USA

  15. Tracing the Origins: Legacy Codec Identification in Neural Audio Transcoding

    Sep 14, 2026Wonje Heo, Shinee Youn, Yooshin Kim +2Neural Audio CodecsNeural Audio

    Department of Electrical Engineering and Computer Science (EECS), DGIST, Republic of Korea · School of Undergraduate Studies, DGIST, Republic of Korea

  16. POLARIS: Training-Free Audio Fingerprinting with Saliency-Based Landmarks and Delaunay Grouping

    Sep 13, 2026Jiheng LiFingerprintNeural Audio

    Department of Computer Science, Vanderbilt University, Nashville, TN, 37235

  17. Continuous-Time Acoustic Modelling with Neural Controlled Differential Equations

    Sep 12, 2026Mattias Cross, Minghui Zhao, Anton RagniAutoregressive Text-To-SpeechNeural Audio

    Speech and Hearing Group University of Sheffield Sheffield, United Kingdom

  18. Sparse Weight and Edge Circuit Discovery in Transformer-based Acoustic Models

    Sep 11, 2026Jiankun Wei, Ewan Dunbar, Gerald PennTransformer EncoderNeural Audio

    Department of Computer Science University of Toronto Toronto, Canada

  19. Audio Deepfake Detection Using Temporal Coherence Analysis

    Sep 8, 2026Justin D. Norman, Sarah BarringtonAudio Deepfake DetectionDeepfake Detection

    University of California, Berkeley

  20. MADS: A Multiview Acoustic Descriptor Set Beyond Standard Spectral Summaries

    Sep 1, 2026Utsab Ghosh, Roshni ChakrabortyNeural AudioMusic Structure Analysis

    ABV-Indian Institute of Information Technology and Management, Gwalior, India.

  21. U-PAST: A Phase-Aware Audio Spectrogram Transformer-U-Net for Single-Channel Speech Enhancement

    Aug 31, 2026Cao Duong Ly, Jörn AnemüllerSpeech EnhancementNeural Audio

    Department of Medical Physics and Acoustics Carl von Ossietzky University Oldenburg Oldenburg, Germany 26129

  22. TEMPO: Temporally-grounded Multi-task Post-training for Large Audio-Language Models

    Aug 30, 2026Apoorva Kulkarni, Kaousheik Jayakumar, Sreyan Ghosh +3Large Audio Language ModelsNeural Audio

    University of Maryland, College Park, USA · CNH Industrial India

  23. DINO-A: Adapting Self-Distillation Vision Transformers to General Audio Representation Learning

    Aug 11, 2026Tomasz Radzikowski, Mateusz Modrzejewski, Przemysław RokitaNeural AudioDino

    Warsaw University of Technology, Warsaw, Poland

  24. Beyond Dry References: Learning Relative Audio Effects Representations via Contrastive Distance Learning

    Aug 11, 2026Xinlu Liu, Huibin Lin, Weixing Wei +1Neural AudioAudio Understanding

    Galaxy Audio Effect Team, Tencent Music Entertainment · Independent Researcher

  25. Equivariant Music Transformer

    Aug 4, 2026Zixun Guo, Simon DixonTransformer ArchitecturesNeural Audio

    Centre for Digital Music, Queen Mary University of London, United Kingdom

  26. Audio-Anchored Fusion of Multi-Ratio DiT Reconstruction Residuals for Cross-Domain Audio Deepfake Detection

    Jul 29, 2026Haotian Mo, Jie Liu, Siqi Shen +8Neural AudioDiffusion Transformers

    College of Computer Science and Technology, National University of Defense Technology, Changsha, China · School of Informatics, Xiamen University, Xiamen, China · Hunan Zhongke Youxin Technology Co., Ltd., Changsha, China

  27. Automatic Audio Equalization with Semantic Embeddings

    Jul 26, 2026Eloi Moliner, Vesa Välimäki, Konstantinos Drossos +1Neural AudioSpectral Features

    Acoustics Lab, Department of Information and Communications Engineering, Aalto University, Espoo, Finland · Nokia Technologies, Tampere/Espoo, Finland

  28. Explainable AI through the Lens of Material Agency: Enabling Musical Interface Design with Neural Audio Models

    Jul 25, 2026Shuoyang Jasper Zheng, Anna Xambó Sedó, Nick Bryan-KinnsExplainable Artificial IntelligenceArtistic Ownership

    Centre for Digital Music, Queen Mary University of London, London, United Kingdom · Creative Computing Institute, University of the Arts London, London, United Kingdom

  29. Phylogenetic signal in marine mammal and bird vocalizations captured by audio foundation models: the limited benefit of domain-specific pretraining

    Jul 24, 2026Víctor Rincón YepesAnimal VocalizationsPhylogenetic Inference

    Independent Researcher

  30. StemFX: Learning Mixing Style Representations via Autoregressive FX Chain Prediction on Source-Separated Stems

    Jul 17, 2026Yuan-Chiao Cheng, Jui-Te Wu, Brian Chen +3Neural AudioStemming

    Independent Researcher · National Taiwan University, Taiwan · AI-CoRE, National Taiwan University, Taiwan

  31. UD-ASD: A Unified Diffusion Model for Anomalous Sound Detection

    Jul 14, 2026Pengxiang Gao, Yu Qiu, Yanzhi SongSound Event DetectionNeural Audio

    University of Science and Technology of China, China

  32. Clean2FX: Label-conditioned modeling for clean-to-effect guitar audio transformations

    Jul 9, 2026Oliverio Bombicci Pontelli, Iran R. RomanAudio EditingNeural Audio

    School of Electronic Engineering & Computer Science Queen Mary University of London London, United Kingdom

  33. MulTTiPop: A Multitrack Transcription Dataset for Pop Music

    Jul 9, 2026Nathan Pruyne, Benjamin Stoler, William Chen +3Multi-Instrument Music TranscriptionTranscript

    Carnegie Mellon University

  34. UniSkip-Mamba: A Frequency-Aware State Space Model for Audio-Visual Temporal Forgery Localization

    Jul 5, 2026Cangjin Qiu, Quan Zhang, Dan Jiang +1Face Forgery DetectionFrequency-Aware Regularization

    Cangjin Qiu and Ke Zhang are with Soochow University, Suzhou, China. · Quan Zhang and Dan Jiang are with Tsinghua University, Beijing, China.

  35. Probing Low-Level Acoustic Attribute Encoding in CLAP Audio Embeddings

    Jul 4, 2026Héctor Martel, Joe Hennessy-Priest, Taemin ChoNeural AudioAudio Understanding

    BandLab Technologies, Singapore

  36. Audio-Based Understanding of Audiobook Narration Appeal

    Jul 2, 2026Shahar Elisha, Mariano Beguerisse-Díaz, Emmanouil BenetosAudio UnderstandingNeural Audio

    Spotify · Queen Mary University of London

  37. Few-Shot Open-Set Audio Classification Using Attention Information-Fused Prototypes

    Jul 1, 2026Yanxiong Li, Jiaxin Tan, Qianqian Li +3Neural AudioMeta-Learning

    School of Electronic and Information Engineering, South China University of Technology, Guangzhou 510640, China · Faculty of Information Technology and Communication Sciences, Tampere University, FI-33720 Tampere, Finland

  38. Evaluating Pretrained Music Embeddings for Cross-Performance Jazz Standard Recognition

    Jul 1, 2026Çağrı EserMusic Structure AnalysisSheet Music

    Department of Computer Engineering, Middle East Technical University, Ankara, Turkey.

  39. SyncCache: Exploiting Asymmetric Dynamics for Fast Audio-Driven Portrait Animation

    Jun 29, 2026Juncheng Ma, Yuxuan Du, Yanan Sun +8Precise Lip SynchronizationDiffusion Transformers

    Shenzhen Graduate School, Peking University, China · Shanghai AI Laboratory, China · Tencent Hunyuan, China +1

  40. Probing-Guided Layer Selection from Self-Supervised Speech Models for Generalizable Audio Deepfake Detection

    Jun 29, 2026Marjan Beheshti, Majid Rostami, Bo ChenSelf-Supervised Speech ModelsNeural Audio

    Department of Computer Science, Michigan Technological University, Houghton, MI, USA

  41. BEST-RQ-2: Contextualize-Then-Predict, a Two-Step Approach for Self-Supervised Audio Representations

    Jun 29, 2026Ludovic K. Tuncay, Etienne Labbé, Thomas PellegriniNeural AudioAudio Understanding

    IRIT-SAMoVA · IRIT, Université de Toulouse, CNRS, Toulouse INP, Toulouse, France

  42. ALM2Vec: Learning Audio Embeddings for Universal Audio Retrieval with Large Audio-Language Models

    Jun 27, 2026Fengjie Lu, Chenang Jiang, Jiarui Hai +2Neural AudioLarge Audio Language Models

    Zhejiang University · Johns Hopkins University

  43. Frequency-Aware Self-Supervised Music Representation Learning

    Jun 24, 2026Yicheng Gu, Junan Zhang, Jerry Li +2Spectral FeaturesMusic Structure Analysis

    Spellbrush, Akihabara, Tokyo 101-0021, Japan · Acoustic Lab, Department of Information and Communications Engineering (DICE), Aalto University, Espoo 02150, Finland · School of Data Science, The Chinese University of Hong Kong, Shenzhen, Guangdong 518172, China

  44. Compiling Differentiable Audio Graphs to Real-Time DSP

    Jun 19, 2026Facundo Franchino, Sebastian J. SchlechtNeural AudioAudio Understanding

    Massachusetts Institute of Technology Cambridge, MA · Artificial Audio, Multimedia Communications and Signal Processing Friedrich-Alexander-Universität Erlangen-Nürnberg Erlangen, Germany

  45. FlowFake: Liquid Networks for Audio Deepfake Detection

    Jun 17, 2026Shivaay Dhondiyal, Divyansh Sharma, Dinesh Kumar VishwakarmaNeural AudioSpeaker

    Delhi Technological University, New Delhi, India.

  46. Turning music identification into a neural forward pass

    Jun 15, 2026Muhammad Taimoor Haseeb, Ahmad Hammoudeh, Gus XiaMusic Structure AnalysisNeural Audio

    Music X Lab, Mohamed Bin Zayed University of Artificial Intelligence, UAE

  47. Bridging the SEA Gap: An Initial Benchmark for Neural Audio Codec-Synthesized Speech Deepfakes in South-East Asian Languages

    Jun 14, 2026Orchid Chetia Phukan, Girish, Mohd Mujtaba Akhtar +1Neural Audio CodecsNeural Audio

    IIIT-Delhi, India · UPES, India · VBSPU, India

  48. AUDEDIT: Inversion-Free Text-Guided Editing with Pretrained Audio Flow Models

    Jun 13, 2026Zhongyuan FuAudio EditingNeural Audio

    College of Computer Science Nankai University

  49. Listening with Attention: Entropy-Guided Explainability for Transformer-Based Audio Models

    Jun 12, 2026Ravi Ranjan, Utkarsh Grover, Xiaomin Lin +1End-To-End Automatic Speech Recognition ModelsNeural Audio

    Florida International University · Miami, USA · University of South Florida +1

  50. MaskedFOP: Polyglot Speaker Identification under Missing Visual Modality via Cascaded Graph Label Propagation

    Jun 12, 2026Ayoub Elkhouzari, Youssef Iraqi, Loubna MekouarSpeakerNeural Audio

    College of Computing, University Mohammed VI Polytechnic

  51. FAConformer: Frequency-Aware Convolutional Transformer for Auditory Attention Decoding

    Jun 12, 2026Ziwei Wang, Xingyi He, Tianwang Jia +2Auditory AttentionNeural Audio

    Hubei Key Laboratory of Brain-inspired Intelligent Systems, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China

  52. From Physics to Representation: Audio Learning with Synthetic Pre-training via Procedural Generation

    Jun 11, 2026Fengrui Liu, Ruiyang Huang, Qijian Zheng +2Neural AudioAudio Understanding

    East China Normal University · Southeast University · Fudan University +1

  53. On Aligning Hierarchical Standardized Embedding for Audio-visual Generalized Zero-shot Learning

    Jun 10, 2026Zihan Zhang, Jie Hong, Siyuan Fan +2Neural Audio

    School of Software Engineering, Southeast University, Nanjing, 210096, China · Faculty of Engineering, The University of Hong Kong, Pok Fu Lam, 999077, Hong Kong SAR · Beijing Institute of Technology, Beijing, 100811, China +2

  54. F3-Tokenizer: Taming Audio Autoencoder Latents for Understanding and Generation

    Jun 4, 2026Dinghao Zhou, Xingchen Song, Di Wu +3Audio TokenizersNeural Audio

    2WeNet Open Source Community · ∗Equal contribution · 1Nanjing University, China

  55. IRAF: Interference-Resilient Adaptive Fusion for Noise-Robust End-to-End Full-Duplex Spoken Dialogue Systems

    Jun 4, 2026Tao Zhong, Jiajun Deng, Nikita Kuzmin +6Full-Duplex Speech ModelsNeural Audio

    The Chinese University of Hong Kong, China · AudioLab Hong Kong, Huawei Leibniz Research Center, China · Nanyang Technological University, Singapore

  56. Probing Spatial Structure in Pretrained Audio Representations

    Jun 4, 2026Chuyang Chen, Sivan Ding, Adrian S. Roman +1Spatial AudioNeural Audio

    Music and Audio Research Laboratory, New York University, USA

  57. MelT: A Portable, Single-GEMM Mel Audio Frontend via Non-Uniform DFT with Measured Latency and Energy Gains on GPUs

    May 31, 2026Augusto Camargo, Marcelo FingerNeural AudioMatrix Multiplication

    Institute of Mathematics and Statistics (IME), University of São Paulo, São Paulo, Brazil

  58. Half-Truth Audio Detection and Localisation: A Lightweight Cross-Attentive Architecture and a Cross-Corpus Diagnostic Study

    May 28, 2026S. Sutharya, Remya K. SasiAudio Deepfake DetectionNeural Audio

    aDepartment of Computer Science, Cochin University of Science and Technology, India

  59. StreamSplit: Continuous Audio Representation Learning via Uncertainty-Guided Adaptive Splitting

    May 26, 2026Minh K. Quan, Pubudu N. PathiranaEdge DevicesModern Data-Streaming Systems

    School of Engineering, Deakin University Waurn Ponds, Australia

  60. CounterFlow: A Two-Phase Inference-Time Sampling for Counterfactual Video Foley Generation

    May 18, 2026Gyubin Lee, Junwon Lee, Juhan NamAudio-Video GenerationNeural Audio

    Kim Jaechul Graduate School of AI, KAIST · 2Graduate School of Cultural Technology, KAIST