% Key papers for Diffusion audio synthesis (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{iclr2017_samplernn_28331, title = {{SampleRNN: An Unconditional End-to-End Neural Audio Generation Model}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2017}, url = {https://openreview.net/forum?id=SkxKPDv5xl}, } @inproceedings{icml2017_neural_36303, title = {{Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2017}, url = {https://icml.cc/virtual/2017/poster/868}, } @inproceedings{aaai2022_diffsinger_1977, title = {{DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/11020-diffsinger-singing-voice-synthesis-via-shallow-diffusion-mechanism/}, } @inproceedings{cvpr2023_difftalk_20791, title = {{DiffTalk: Crafting Diffusion Models for Generalized Audio-Driven Portraits Animation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22606}, } @inproceedings{iclr2021_diffwave_30438, title = {{DiffWave: A Versatile Diffusion Model for Audio Synthesis}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/2979}, } @inproceedings{cvpr2023_taming_22305, title = {{Taming Diffusion Models for Audio-Driven Co-Speech Gesture Generation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/23264}, } @inproceedings{neurips2023_high_69589, title = {{High-Fidelity Audio Compression with Improved RVQGAN}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70342}, } @inproceedings{icml2023_audioldm_41615, title = {{AudioLDM: Text-to-Audio Generation with Latent Diffusion Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/24145}, } @inproceedings{iclr2020_ddsp_29265, title = {{DDSP: Differentiable Digital Signal Processing}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=B1x1ma4tDr}, } @inproceedings{iclr2019_clarinet_28947, title = {{ClariNet: Parallel Wave Generation in End-to-End Text-to-Speech}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/680}, } @inproceedings{aaai2019_ai_101254, title = {{AI-Sketcher : A Deep Generative Model for Producing High-Quality Sketches}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4103}, } @inproceedings{iclr2023_audiogen_32237, title = {{AudioGen: Textually Guided Audio Generation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11521}, } @inproceedings{cvpr2024_seeing_24768, title = {{Seeing and Hearing: Open-domain Visual-Audio Generation with Diffusion Latent Aligners}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31506}, } @inproceedings{neurips2022_binauralgrad_65326, title = {{BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/53453}, } @inproceedings{neurips2023_any_66663, title = {{Any-to-Any Generation via Composable Diffusion}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72964}, } @inproceedings{neurips2018_sing_57591, title = {{SING: Symbol-to-Instrument Neural Generator}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11862}, } @inproceedings{neurips2020_a_59273, title = {{A Spectral Energy Distance for Parallel Speech Synthesis}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17831}, } @inproceedings{iclr2024_separate_34549, title = {{Separate and Diffuse: Using a Pretrained Diffusion Model for Better Source Separation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18525}, } @inproceedings{iclr2024_vocos_35543, title = {{Vocos: Closing the gap between time-domain and Fourier-based neural vocoders for high-quality audio synthesis}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17530}, } @inproceedings{aaai2021_audio_160, title = {{Audio-Visual Localization by Synthetic Acoustic Image Generation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/02523-audio-visual-localization-by-synthetic-acoustic-image-generation/}, } @inproceedings{iclr2024_an_35392, title = {{An Efficient Membership Inference Attack for the Diffusion Model by Proximal Initialization}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17681}, } @inproceedings{iclr2024_multi_34964, title = {{Multi-Source Diffusion Models for Simultaneous Music Generation and Separation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18110}, } @inproceedings{icml2024_fast_45141, title = {{Fast Timing-Conditioned Latent Audio Diffusion}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33311}, } @inproceedings{aaai2024_regeneration_7090, title = {{Regeneration Learning: A Learning Paradigm for Data Generation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30271}, } @inproceedings{cvpr2025_enhancing_26136, title = {{Enhancing Dance-to-Music Generation via Negative Conditioning Latent Diffusion Model}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32817}, } @inproceedings{aaai2026_pase_108210, title = {{PASE: Leveraging the Phonological Prior of WavLM for Low-Hallucination Generative Speech Enhancement}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40562}, } @inproceedings{iclr2024_masked_34315, title = {{Masked Audio Generation using a Single Non-Autoregressive Transformer}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18760}, } @inproceedings{iclr2024_diffar_34046, title = {{DiffAR: Denoising Diffusion Autoregressive Model for Raw Speech Waveform Generation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19029}, } @inproceedings{neurips2025_mge_74781, title = {{MGE-LDM: Joint Latent Diffusion for Simultaneous Music Generation and Source Extraction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=17O8DqToyr}, } @inproceedings{icml2025_ditar_46303, title = {{DiTAR: Diffusion Transformer Autoregressive Modeling for Speech Generation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46258}, } @inproceedings{icml2026_optimality_49267, title = {{Optimality of FSQ Tokens for Continuous Diffusion for Categorical Data with Application to Text-to-Speech}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=0uS3P0Dlh9}, } @inproceedings{icml2026_regen_52144, title = {{ReGen: Hierarchical Multi-Prompt Representation Generation for Efficient Waveform Diffusion Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=T8Y9elIrXa}, } @inproceedings{neurips2025_bnmusic_76339, title = {{BNMusic: Blending Environmental Noises into Personalized Music}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=IIgVYnadfR}, } @inproceedings{neurips2025_zerosep_76341, title = {{ZeroSep: Separate Anything in Audio with Zero Training}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=IIjiNTR1cV}, } @inproceedings{neurips2025_robust_77864, title = {{Robust Distortion-Free Watermark for Autoregressive Audio Generation Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=YLlpF71IZJ}, } @inproceedings{neurips2025_can_79895, title = {{Can Diffusion Models Disentangle? A Theoretical Perspective}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=u1HclHIsLQ}, } @inproceedings{iclr2025_synthio_82687, title = {{Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29111}, }