语音合成论文趋势 2023–2026

主要结论

• 语音合成论文从 2023 年的 125 篇增长到 2026 年的 200 篇，三年间扩大到约 1.6 倍。
• NeurIPS 是发语音合成论文最多的会议，2023–2026 年共 204 篇，占四个会议总量的 33%。
• 交叉方向里涨得最快的是目标检测：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 10 篇。
• 在「语音与音频」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的音频生成是 4.3 倍，语音合成是 1.6 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 2026CAPER: Clause-Aligned Process Supervision for Text-to-SQL
• ICML 2026Black-Box Detection of LLM-Generated Text Using Generalized Jensen Shannon Divergence
• ICLR 2026CSRv2: Unlocking Ultra-Sparse Embeddings
• CVPR 2026Aligning Text Images and 3D Structure Token-by-Token
• NeurIPS 2025AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
• ICML 2025How to Synthesize Text Data without Model Collapse?
• ICLR 2025AI as Humanity’s Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text
• CVPR 2025AMO Sampler: Enhancing Text Rendering with Overshooting
• NeurIPS 2024SM3-Text-to-Query: Synthetic Multi-Model Medical Text-to-Query Benchmark
• ICML 2024Adaptive Text Watermark for Large Language Models
• ICLR 2024Are Models Biased on Text without Gender-related Language?
• CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
• NeurIPS 2023[Re] Pure Noise to the Rescue of Insufficient Data
• ICML 2023Approximation and Estimation Ability of Transformers for Sequence-to-Sequence Functions with Infinite Dimensional Input
• ICLR 2023Bag of Tricks for Unsupervised Text-to-Speech
• CVPR 20233D Highlighter: Localizing Regions on 3D Shapes via Text Descriptions
• NeurIPS 2026DiffScore: Text Evaluation Beyond Autoregressive Likelihood
• ICML 2026CoCoEmo: Composable and Controllable Human-Like Emotional TTS via Activation Steering
• ICLR 2026DrVoice: Parallel Speech-Text Voice Conversation Model via Dual-Resolution Speech Representations
• CVPR 2026Learning complete and explainable visual representations from itemized text supervision

全部语音合成论文

共 26 篇，第 1 / 1 页

1. ICLR 2024An Efficient Membership Inference Attack for the Diffusion Model by Proximal Initialization
2. ICLR 2024Are Models Biased on Text without Gender-related Language?
3. ICLR 2024CLaM-TTS: Improving Neural Codec Language Model for Zero-Shot Text-to-Speech
4. ICLR 2024DIAGNOSIS: Detecting Unauthorized Data Usages in Text-to-image Diffusion Models
5. ICLR 2024DiffAR: Denoising Diffusion Autoregressive Model for Raw Speech Waveform Generation
6. ICLR 2024Exposing Text-Image Inconsistency Using Diffusion Models
7. ICLR 2024Generative Pre-training for Speech with Flow Matching
8. ICLR 2024Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning
9. ICLR 2024Interpreting CLIP's Image Representation via Text-Based Decomposition
10. ICLR 2024LipVoicer: Generating Speech from Silent Videos Guided by Lip Reading
11. ICLR 2024Mega-TTS 2: Boosting Prompting Mechanisms for Zero-Shot Speech Synthesis
12. ICLR 2024NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers
13. ICLR 2024Out-of-Distribution Detection by Leveraging Between-Layer Transformation Smoothness
14. ICLR 2024PolyVoice: Language Models for Speech to Speech Translation
15. ICLR 2024PromptTTS 2: Describing and Generating Voices with Text Prompt
16. ICLR 2024Provable Robust Watermarking for AI-Generated Text
17. ICLR 2024Self-Supervised Speech Quality Estimation and Enhancement Using Only Clean Speech
18. ICLR 2024SpeechTokenizer: Unified Speech Tokenizer for Speech Language Models
19. ICLR 2024Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM
20. ICLR 2024SweetDreamer: Aligning Geometric Priors in 2D diffusion for Consistent Text-to-3D
21. ICLR 2024TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series
22. ICLR 2024Text-to-3D with Classifier Score Distillation
23. ICLR 2024TOSS: High-quality Text-guided Novel View Synthesis from a Single Image
24. ICLR 2024Towards 3D Molecule-Text Interpretation in Language Models
25. ICLR 2024Würstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models
26. ICLR 2024Zipformer: A faster and better encoder for automatic speech recognition

常见问题

2023–2026 年四大会议一共有多少篇语音合成论文？

共 621 篇，按年份分别是 2023 年 125 篇、2024 年 145 篇、2025 年 151 篇、2026 年 200 篇。

NeurIPS 2026 有多少篇语音合成论文？

NeurIPS 2026 有 67 篇语音合成论文，上一届是 45 篇。

ICLR 2026 有多少篇语音合成论文？

ICLR 2026 有 43 篇语音合成论文，上一届是 32 篇。

ICML 2026 有多少篇语音合成论文？

ICML 2026 有 36 篇语音合成论文，上一届是 16 篇。

CVPR 2026 有多少篇语音合成论文？

CVPR 2026 有 54 篇语音合成论文，上一届是 58 篇。

哪个会议的语音合成论文最多？

NeurIPS，2023–2026 年共 204 篇。