音频生成论文趋势 2023–2026

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。

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 52 篇，第 1 / 2 页

1. ICML 2026AudioChat: Unified Audio Storytelling, Editing, and Understanding with Transfusion Forcing
2. ICML 2026AudioMosaic: Contrastive Masked Audio Representation Learning
3. ICML 2026BAT: Better Audio Transformer Guided by Convex Gated Probing
4. ICML 2026BEAT: Tokenizing and Generating Symbolic Music by Uniform Temporal Steps
5. ICML 2026Bridging Your Imagination with Audio-Video Generation via a Unified Director
6. ICML 2026CMI-RewardBench: Evaluating Music Reward Models with Compositional Multimodal Instruction
7. ICML 2026DiscoForcing: A Unified Framework for Real-Time Audio-Driven Character Control with Diffusion Forcing
8. ICML 2026DreamID-Omni: Unified Framework for Controllable Human-Centric Audio-Video Generation
9. ICML 2026Learning Tight Rejection Boundaries without Negatives for Strict One-Class Audio Deepfake Detection
10. ICML 2026LLM-Guided Loop Bound Generation for Program Termination Verification
11. ICML 2026MusicDET: Zero-Shot AI-Generated Music Detection
12. ICML 2026PHALAR: Phasors for Learned Musical Audio Representations
13. ICML 2026PhaseCoder: Microphone Geometry-Agnostic Spatial Audio Understanding for Multimodal LLMs
14. ICML 2026Polyphonia: Zero-Shot Timbre Transfer in Polyphonic Music with Acoustic-Informed Attention Calibration
15. ICML 2026SAM Audio: Segment Anything in Audio
16. ICML 2026Scaling Transformers for End-to-End Discrete Audio Tokenization
17. ICML 2026SONAR: Spectral‑Contrastive Audio Residuals for Generalizable Deepfake Detection
18. ICML 2026SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering
19. ICML 2026SPEAR: A Unified SSL Framework for Learning Speech and Audio Representations
20. ICML 2026Spherical Procrustes Alignment for Reliable Medical Audio Diagnosis
21. ICML 2026STAR-VAE: Structured Topology-Aware Regularization for Audio Reconstruction and Generation
22. ICML 2026T2AV-Compass: Towards Unified Evaluation for Text-to-Audio-Video Generation
23. ICML 2026TMD-Bench: A Multi-Level Evaluation Paradigm for Music–Dance Co-Generation
24. ICML 2026Towards Streaming Synchronized Spatial Audio Generation via Autoregressive Diffusion Transformer
25. ICML 2026Two-dimensional quantization for geometry-aware audio coding
26. ICML 2025ALMTokenizer: A Low-bitrate and Semantic-rich Audio Codec Tokenizer for Audio Language Modeling
27. ICML 2025Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities
28. ICML 2025CodeSync: Synchronizing Large Language Models with Dynamic Code Evolution at Scale
29. ICML 2025Efficient Fine-Grained Guidance for Diffusion Model Based Symbolic Music Generation
30. ICML 2025ETTA: Elucidating the Design Space of Text-to-Audio Models
31. ICML 2025IMPACT: Iterative Mask-based Parallel Decoding for Text-to-Audio Generation with Diffusion Modeling
32. ICML 2025MuseControlLite: Multifunctional Music Generation with Lightweight Conditioners
33. ICML 2025OmniAudio: Generating Spatial Audio from 360-Degree Video
34. ICML 2025Sounding that Object: Interactive Object-Aware Image to Audio Generation
35. ICML 2025Supervised Contrastive Learning from Weakly-Labeled Audio Segments for Musical Version Matching
36. ICML 2024An Independence-promoting Loss for Music Generation with Language Models
37. ICML 2024AND: Audio Network Dissection for Interpreting Deep Acoustic Models
38. ICML 2024Creative Text-to-Audio Generation via Synthesizer Programming
39. ICML 2024D-Flow: Differentiating through Flows for Controlled Generation
40. ICML 2024DFlow: A Generative Model Combining Denoising AutoEncoder and Normalizing Flow for High Fidelity Waveform Generation
41. ICML 2024DITTO: Diffusion Inference-Time T-Optimization for Music Generation
42. ICML 2024Fast Timing-Conditioned Latent Audio Diffusion
43. ICML 2024From Vision to Audio and Beyond: A Unified Model for Audio-Visual Representation and Generation
44. ICML 2024Listenable Maps for Audio Classifiers
45. ICML 2024LLark: A Multimodal Instruction-Following Language Model for Music
46. ICML 2024MusicFlow: Cascaded Flow Matching for Text Guided Music Generation
47. ICML 2024MusicRL: Aligning Music Generation to Human Preferences
48. ICML 2024Prompt-guided Precise Audio Editing with Diffusion Models
49. ICML 2024Symbolic Music Generation with Non-Differentiable Rule Guided Diffusion
50. ICML 2024Time Weaver: A Conditional Time Series Generation Model

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。