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 32 篇，第 1 / 1 页

1. ICLR 2025$\text{I}^2\text{AM}$: Interpreting Image-to-Image Latent Diffusion Models via Bi-Attribution Maps
2. ICLR 2025AI as Humanity’s Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text
3. ICLR 2025AIMS.au: A Dataset for the Analysis of Modern Slavery Countermeasures in Corporate Statements
4. ICLR 2025Bridging the Data Provenance Gap Across Text, Speech, and Video
5. ICLR 2025Bridging the Semantic Gap Between Text and Table: A Case Study on NL2SQL
6. ICLR 2025Certified Robustness Under Bounded Levenshtein Distance
7. ICLR 2025Concept Pinpoint Eraser for Text-to-image Diffusion Models via Residual Attention Gate
8. ICLR 2025Continuous Autoregressive Modeling with Stochastic Monotonic Alignment for Speech Synthesis
9. ICLR 2025Deep Kernel Relative Test for Machine-generated Text Detection
10. ICLR 2025DiTTo-TTS: Diffusion Transformers for Scalable Text-to-Speech without Domain-Specific Factors
11. ICLR 2025Effective post-training embedding compression via temperature control in contrastive training
12. ICLR 2025FIRING-Net: A filtered feature recycling network for speech enhancement
13. ICLR 2025Fluid: Scaling Autoregressive Text-to-image Generative Models with Continuous Tokens
14. ICLR 2025HALL-E: Hierarchical Neural Codec Language Model for Minute-Long Zero-Shot Text-to-Speech Synthesis
15. ICLR 2025ImpScore: A Learnable Metric For Quantifying The Implicitness Level of Sentences
16. ICLR 2025Joint Fine-tuning and Conversion of Pretrained Speech and Language Models towards Linear Complexity
17. ICLR 2025Making Text Embedders Few-Shot Learners
18. ICLR 2025MaskGCT: Zero-Shot Text-to-Speech with Masked Generative Codec Transformer
19. ICLR 2025Mining your own secrets: Diffusion Classifier Scores for Continual Personalization of Text-to-Image Diffusion Models
20. ICLR 2025MMTEB: Massive Multilingual Text Embedding Benchmark
21. ICLR 2025Monte Carlo Planning with Large Language Model for Text-Based Game Agents
22. ICLR 2025Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification
23. ICLR 2025Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models
24. ICLR 2025PaLD: Detection of Text Partially Written by Large Language Models
25. ICLR 2025Regularization by Texts for Latent Diffusion Inverse Solvers
26. ICLR 2025Rethinking Artistic Copyright Infringements In the Era Of Text-to-Image Generative Models
27. ICLR 2025ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL
28. ICLR 2025Scaling Speech-Text Pre-training with Synthetic Interleaved Data
29. ICLR 2025Scaling Transformers for Low-Bitrate High-Quality Speech Coding
30. ICLR 2025SyllableLM: Learning Coarse Semantic Units for Speech Language Models
31. ICLR 2025T2V2: A Unified Non-Autoregressive Model for Speech Recognition and Synthesis via Multitask Learning
32. ICLR 2025Training-free LLM-generated Text Detection by Mining Token Probability Sequences

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。