音频生成论文趋势 2023–2026
音乐与音效生成
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 357 篇被归入该主题的论文。
主要结论
- 音频生成论文从 2023 年的 32 篇增长到 2026 年的 136 篇,三年间扩大到约 4.3 倍。
- ICLR 是发音频生成论文最多的会议,2023–2026 年共 135 篇,占四个会议总量的 38%。
- 交叉方向里涨得最快的是应用 · computer vision:同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 16 篇。
- 在「语音与音频」的 5 个主题里,它的 2026 年论文数排第 3;同组增长最快的视听学习是 1.8 倍,音频生成是 4.3 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 8 | 6 | 1 | 17 | 32 |
| 2024 | 18 | 22 | 16 | 17 | 73 |
| 2025 | 32 | 43 | 10 | 31 | 116 |
| 2026 | 21 | 64 | 25 | 26 | 136 |
代表论文
按年份和会议均匀挑选,方便快速看到每一届的样貌
- NeurIPS 2026A Unified Audio Language Model with Text-Aligned Factorized Audio Tokenization
- ICML 2026PHALAR: Phasors for Learned Musical Audio Representations
- ICLR 2026AC-Foley: Reference-Audio-Guided Video-to-Audio Synthesis with Acoustic Transfer
- CVPR 2026AudioStory Generating Long-Form Narrative Audio with Large Language Models
- NeurIPS 2025🎧MOSPA: Human Motion Generation Driven by Spatial Audio
- ICML 2025Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities
- ICLR 2025ARLON: Boosting Diffusion Transformers with Autoregressive Models for Long Video Generation
- CVPR 2025AudCast: Audio-Driven Human Video Generation by Cascaded Diffusion Transformers
- NeurIPS 2024Vocal Call Locator Benchmark (VCL) for localizing rodent vocalizations from multi-channel audio
- ICML 2024An Independence-promoting Loss for Music Generation with Language Models
- ICLR 2024Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models
- CVPR 2024FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantization
- NeurIPS 2023High-Fidelity Audio Compression with Improved RVQGAN
- ICML 2023Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Models
- ICLR 2023AudioGen: Textually Guided Audio Generation
- CVPR 2023Conditional Generation of Audio From Video via Foley Analogies
- NeurIPS 2026AudioCALM: Continuous Autoregressive Language Modeling for Universal Audio Generation
- ICML 2026SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering
- ICLR 2026AudioX: A Unified Framework for Anything-to-Audio Generation
- CVPR 2026Avatar Forcing Real-Time Interactive Head Avatar Generation for Natural Conversation
全部音频生成论文
共 116 篇,第 1 / 3 页
- CVPR 2025Animate and Sound an Image
- CVPR 2025AudCast: Audio-Driven Human Video Generation by Cascaded Diffusion Transformers
- CVPR 2025Co-Speech Gesture Video Generation with Implicit Motion-Audio Entanglement
- CVPR 2025Customized Condition Controllable Generation for Video Soundtrack
- CVPR 2025DistinctAD: Distinctive Audio Description Generation in Contexts
- CVPR 2025EmotiveTalk: Expressive Talking Head Generation through Audio Information Decoupling and Emotional Video Diffusion
- CVPR 2025Enhancing Dance-to-Music Generation via Negative Conditioning Latent Diffusion Model
- CVPR 2025Exploring Timeline Control for Facial Motion Generation
- CVPR 2025FilmComposer: LLM-Driven Music Production for Silent Film Clips
- CVPR 2025Foley-Flow: Coordinated Video-to-Audio Generation with Masked Audio-Visual Alignment and Dynamic Conditional Flows
- CVPR 2025Hearing Hands: Generating Sounds from Physical Interactions in 3D Scenes
- CVPR 2025Improving Sound Source Localization with Joint Slot Attention on Image and Audio
- CVPR 2025INFP: Audio-Driven Interactive Head Generation in Dyadic Conversations
- CVPR 2025KeyFace: Expressive Audio-Driven Facial Animation for Long Sequences via KeyFrame Interpolation
- CVPR 2025Learning to Highlight Audio by Watching Movies
- CVPR 2025Let's Chorus: Partner-aware Hybrid Song-Driven 3D Head Animation
- CVPR 2025MoEE: Mixture of Emotion Experts for Audio-Driven Portrait Animation
- CVPR 2025Object-aware Sound Source Localization via Audio-Visual Scene Understanding
- CVPR 2025OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows
- CVPR 2025Revisiting Audio-Visual Segmentation with Vision-Centric Transformer
- CVPR 2025Seeing Speech and Sound: Distinguishing and Locating Audio Sources in Visual Scenes
- CVPR 2025Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation
- CVPR 2025Sonic: Shifting Focus to Global Audio Perception in Portrait Animation
- CVPR 2025Sound Bridge: Associating Egocentric and Exocentric Videos via Audio Cues
- CVPR 2025Supervising Sound Localization by In-the-wild Egomotion
- CVPR 2025Synchronized Video-to-Audio Generation via Mel Quantization-Continuum Decomposition
- CVPR 2025Teller: Real-Time Streaming Audio-Driven Portrait Animation with Autoregressive Motion Generation
- CVPR 2025Video-Guided Foley Sound Generation with Multimodal Controls
- CVPR 2025VidMuse: A Simple Video-to-Music Generation Framework with Long-Short-Term Modeling
- CVPR 2025VinTAGe: Joint Video and Text Conditioning for Holistic Audio Generation
- CVPR 2025Wav2Sem: Plug-and-Play Audio Semantic Decoupling for 3D Speech-Driven Facial Animation
- ICLR 2025A Theory for Token-Level Harmonization in Retrieval-Augmented Generation
- ICLR 2025Agents' Room: Narrative Generation through Multi-step Collaboration
- ICLR 2025ARLON: Boosting Diffusion Transformers with Autoregressive Models for Long Video Generation
- ICLR 2025Automated Proof Generation for Rust Code via Self-Evolution
- ICLR 2025BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics
- ICLR 2025Both Ears Wide Open: Towards Language-Driven Spatial Audio Generation
- ICLR 2025Cached Multi-Lora Composition for Multi-Concept Image Generation
- ICLR 2025Contrastive Learning from Synthetic Audio Doppelgängers
- ICLR 2025CyberHost: A One-stage Diffusion Framework for Audio-driven Talking Body Generation
- ICLR 2025Decoupling Layout from Glyph in Online Chinese Handwriting Generation
- ICLR 2025Diff-2-in-1: Bridging Generation and Dense Perception with Diffusion Models
- ICLR 2025Diversity-Rewarded CFG Distillation
- ICLR 2025ECHOPulse: ECG Controlled Echocardio-gram Video Generation
- ICLR 2025EcoFace: Audio-Visual Emotional Co-Disentanglement Speech-Driven 3D Talking Face Generation
- ICLR 2025Hallo2: Long-Duration and High-Resolution Audio-Driven Portrait Image Animation
- ICLR 2025Hydra-SGG: Hybrid Relation Assignment for One-stage Scene Graph Generation
- ICLR 2025ImageFolder: Autoregressive Image Generation with Folded Tokens
- ICLR 2025IPDreamer: Appearance-Controllable 3D Object Generation with Complex Image Prompts
- ICLR 2025Loopy: Taming Audio-Driven Portrait Avatar with Long-Term Motion Dependency
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查音频生成在 ICLR 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "audio-generation"}
常见问题
- 2023–2026 年四大会议一共有多少篇音频生成论文?
- 共 357 篇,按年份分别是 2023 年 32 篇、2024 年 73 篇、2025 年 116 篇、2026 年 136 篇。
- NeurIPS 2026 有多少篇音频生成论文?
- NeurIPS 2026 有 21 篇音频生成论文,上一届是 32 篇。
- ICLR 2026 有多少篇音频生成论文?
- ICLR 2026 有 64 篇音频生成论文,上一届是 43 篇。
- ICML 2026 有多少篇音频生成论文?
- ICML 2026 有 25 篇音频生成论文,上一届是 10 篇。
- CVPR 2026 有多少篇音频生成论文?
- CVPR 2026 有 26 篇音频生成论文,上一届是 31 篇。
- 哪个会议的音频生成论文最多?
- ICLR,2023–2026 年共 135 篇。