Key papers

• DiffRhythm: Blazingly Fast and Embarrassingly Simple End-to-End Full-Length Song Generation with Latent Diffusion (2025)
  Ziqian Ning et al.
  10.21
• Generative Adversarial Phonology: Modeling Unsupervised Phonetic And Phonological Learning With Neural Networks (2020)
  Gašper Beguš
  10.07
• MoonCast: High-Quality Zero-Shot Podcast Generation (2025)
  Zeqian Ju et al.
  8.52
• DualCodec: A Low-Frame-Rate, Semantically-Enhanced Neural Audio Codec for Speech Generation (2025)
  Jiaqi Li et al.
  8.34
• MapAgent: An Industrial-Grade Agentic Framework for City-scale Lane-level Map Generation (2026)
  Deguo Xia et al.
  8.18
• FreeAudio: Training-Free Timing Planning for Controllable Long-Form Text-to-Audio Generation (2025)
  Yuxuan Jiang et al.
  7.86
• SongBloom: Coherent Song Generation via Interleaved Autoregressive Sketching and Diffusion Refinement (2025)
  Chenyu Yang et al.
  7.80
• A Syllable-structured, Contextually-based Conditionally Generation Of Chinese Lyrics (2019)
  Xu Lu, Jie Wang, Bojin Zhuang, et al.
  7.16
• TCSinger 2: Customizable Multilingual Zero-shot Singing Voice Synthesis (2025)
  Yu Zhang et al.
  7.13
• MusicGen-Stem: Multi-stem music generation and edition through autoregressive modeling (2025)
  Simon Rouard et al.
  7.08
• Live Music Models (2025)
  Lyria Team: Antoine Caillon et al.
  6.18
• ReaLJam: Real-Time Human-AI Music Jamming with Reinforcement Learning-Tuned Transformers (2025)
  Alexander Scarlatos et al.
  6.12
• AnCoGen: Analysis, Control and Generation of Speech with a Masked Autoencoder (2025)
  Samir Sadok et al.
  6.06
• Identity-based Patterns In Deep Convolutional Networks: Generative Adversarial Phonology And Reduplication (2020)
  Gašper Beguš
  5.84
• The Singing Voice Conversion Challenge 2025: From Singer Identity Conversion To Singing Style Conversion (2025)
  Lester Phillip Violeta et al.
  5.57
• Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented Generation (2025)
  Pengchao Feng et al.
  5.35
• DPN-GAN: Inducing Periodic Activations in Generative Adversarial Networks for High-Fidelity Audio Synthesis (2025)
  Zeeshan Ahmad et al.
  5.35
• Residual Shuffle-exchange Networks For Fast Processing Of Long Sequences (2020)
  Andis Draguns, Emīls Ozoliņš, Agris Šostaks, et al.
  5.24
• Learning Interpretable Features in Audio Latent Spaces via Sparse Autoencoders (2025)
  Nathan Paek et al.
  5.21
• CLaMP 3: Universal Music Information Retrieval Across Unaligned Modalities and Unseen Languages (2025)
  Shangda Wu et al.
  5.18
• TechSinger: Technique Controllable Multilingual Singing Voice Synthesis via Flow Matching (2025)
  Wenxiang Guo et al.
  4.76
• OMAR-RQ: Open Music Audio Representation Model Trained with Multi-Feature Masked Token Prediction (2025)
  Pablo Alonso-Jim\'enez and Pedro Ramoneda and R. Oguz Araz and Andrea Poltronieri and Dmitry Bogdanov
  4.53
• A Text-Steerable Instrument for Sketching Procedural Soundscapes via Language Models (2026)
  Prabal Gupta (Rama Labs et al.
  4.39
• An Efficient vLLM-Based Inference Pipeline for Unified Audio Understanding and Generation (2026)
  Haoran Wang et al.
  4.39
• Calliope: An Online Generative Music System for Symbolic Multi-Track Composition (2025)
  Renaud Bougueng Tchemeube et al.
  4.36
• Stepwise Reasoning Enhancement for LLMs via External Subgraph Generation (2026)
  Xin Zhang et al.
  4.33
• Differentiable Articulatory Copy-Synthesis of Biphonic Singing (2026)
  Mateo C\'amara et al.
  4.33
• Towards Unified Song Generation and Singing Voice Conversion with Accompaniment Co-Generation (2026)
  Ziyu Zhang et al.
  4.33
• Generative Modeling of Bach-Style Symbolic Music: A Comparative Study of Autoregressive, Latent-Variable, and Adversarial Approaches (2026)
  Dezhi Yu et al.
  4.33
• Continuous Audio Thinking for Large Audio Language Models (2026)
  Gyojin Han et al.
  4.33
• Want Better Synthetic Data? Steer It: Activation Steering for Low-Resource Language Generation (2026)
  Jan Cegin et al.
  4.33
• MagpieTTS-LF: Inference-Time Long-Form Speech Generation Without Training on Long-Form data (2026)
  Subhankar Ghosh et al.
  4.33
• Closing the Loop: PID Feedback Control for Interpretable Activation Steering in Symbolic Music Generation (2026)
  Ioannis Prokopiou et al.
  4.33
• Audio-to-Audio via Diffusion Warm Initialization (2026)
  Crist\'obal Andrade et al.
  4.33
• Error-Aware TF-IDF Retrieval-Augmented Generation for ASR Error Correction (2026)
  Mohammad Aref Jafari-Raddani
  4.33
• Security and Privacy in Retrieval-Augmented Generation: Architectures, Threats, Defenses, and Future Directions for Building Trustworthy Systems (2026)
  Balamurugan Palanisamy et al.
  4.33
• Frequency-Aware Self-Supervised Music Representation Learning (2026)
  Yicheng Gu et al.
  4.33
• Generative AI and Copyright Infringement: A Legal-Technical Analysis of AI Music Generation Systems Under 17 U.S.C. Title 17 (2026)
  Zuhaib Hussain Butt
  4.33
• Serenade: A Singing Style Conversion Framework Based On Audio Infilling (2025)
  Lester Phillip Violeta et al.
  4.30
• Musical Attention Transformer: Music Generation Using a Music-Specific Attention Model (2026)
  Shinnosuke Taksuka and Hideo Mukai
  4.27
• Music Transcription with (Almost) No Supervision (2026)
  Saebyeol Shin et al.
  4.27
• MERIT: Learning Disentangled Music Representations for Audio Similarity (2026)
  Abhinaba Roy et al.
  4.27
• Conditional Wavegan (2018)
  Chae Young Lee, Anoop Toffy, Gue Jun Jung, et al.
  4.22
• Unispeaker: A Unified Approach for Multimodality-driven Speaker Generation (2025)
  Zhengyan Sheng and Zhihao Du and Heng Lu and Shiliang Zhang and Zhen-Hua Ling
  4.19
• MIDI-GPT: A Controllable Generative Model for Computer-Assisted Multitrack Music Composition (2025)
  Philippe Pasquier et al.
  4.19
• Deepfake Detection of Singing Voices With Whisper Encodings (2025)
  Falguni Sharma et al.
  4.19
• TADA! Tuning Audio Diffusion Models through Activation Steering (2026)
  {\L}ukasz Staniszewski et al.
  4.08
• AnyAccomp: Generalizable Accompaniment Generation via Quantized Melodic Bottleneck (2025)
  Junan Zhang et al.
  3.97
• A Mamba-based Network for Semi-supervised Singing Melody Extraction Using Confidence Binary Regularization (2025)
  Xiaoliang He and Kangjie Dong and Jingkai Cao and Shuai Yu and Wei Li and Yi Yu
  3.75
• ReverbFX: A Dataset of Room Impulse Responses Derived from Reverb Effect Plugins for Singing Voice Dereverberation (2025)
  Julius Richter et al.
  3.75
• kNN-SVC: Robust Zero-Shot Singing Voice Conversion with Additive Synthesis and Concatenation Smoothness Optimization (2025)
  Keren Shao et al.
  3.70
• LZMidi: Compression-Based Symbolic Music Generation (2025)
  Connor Ding et al.
  3.64
• High-Fidelity Music Vocoder using Neural Audio Codecs (2025)
  Luca A. Lanzend\"orfer et al.
  3.59
• WavRAG: Audio-Integrated Retrieval Augmented Generation for Spoken Dialogue Models (2025)
  Yifu Chen et al.
  3.59
• A Recurrent Connectionist Model Of Melody Perception : An Exploration Using TRACX2 (2023)
  Daniel Defays, Robert French, Barbara Tillmann
  3.58
• Synthesising Handwritten Music With Gans: A Comprehensive Evaluation Of Cyclewgan, Progan, And DCGAN (2024)
  Elona Shatri, Kalikidhar Palavala, George Fazekas
  3.58
• CSL-L2M: Controllable Song-Level Lyric-to-Melody Generation Based on Conditional Transformer with Fine-Grained Lyric and Musical Controls (2024)
  Li Chai and Donglin Wang
  3.53
• Everyone-Can-Sing: Zero-Shot Singing Voice Synthesis and Conversion with Speech Reference (2025)
  Shuqi Dai et al.
  3.53
• TA-RAG: Tone-Aware Retrieval-Augmented Generation for Peer-Support Health Communication (2026)
  Yong-Bin Kang et al.
  3.45
• Mood-Aware Music Recommendation: Integrating User Affective Signals into Ranking Systems (2026)
  Terence Zeng et al.
  3.45