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 123 篇，第 1 / 3 页

1. ICLR 2026ACCORD: Alleviating Concept Coupling through Dependence Regularization for Text-to-Image Diffusion Personalization
2. ICLR 2026ASCIIEval: Benchmarking Models' Visual Perception in Text Strings via ASCII Art
3. ICLR 2026Beyond Raw Detection Scores: Markov-Informed Calibration for Boosting Machine-Generated Text Detection
4. ICLR 2026Closing the Gap Between Text and Speech Understanding in LLMs
5. ICLR 2026CSRv2: Unlocking Ultra-Sparse Embeddings
6. ICLR 2026D&R: Recovery-based AI-Generated Text Detection via a Single Black-box LLM Call
7. ICLR 2026Data-Centric Lessons To Improve Speech-Language Pretraining
8. ICLR 2026Decoding Inner Speech with an End-to-End Brain-to-Text Neural Interface
9. ICLR 2026DMAP: A Distribution Map for Text
10. ICLR 2026DrVoice: Parallel Speech-Text Voice Conversation Model via Dual-Resolution Speech Representations
11. ICLR 2026EditLens: Quantifying the Extent of AI Editing in Text
12. ICLR 2026Evaluating Text Creativity across Diverse Domains: a Dataset and Large Language Model Evaluator
13. ICLR 2026GeoDiv: Framework for Measuring Geographical Diversity in Text-to-Image Models
14. ICLR 2026Gogo: Group-wise granularity-ordered codec for stable and efficient speech generation
15. ICLR 2026Hierarchical Semantic-Acoustic Modeling via Semi-Discrete Residual Representations for Expressive End-to-End Speech Synthesis
16. ICLR 2026HLD: Approximate Hierarchical Linguistic Distribution Modeling for LLM-Generated Text Detection
17. ICLR 2026Implicit Inversion turns CLIP into a Decoder
18. ICLR 2026Knowing When to Quit: Probabilistic Early Exits for Speech Separation Networks
19. ICLR 2026LANE: Label-Aware Noise Elimination for Fine-Grained Text Classification
20. ICLR 2026Latent Speech-Text Transformer
21. ICLR 2026Learn-to-Distance: Distance Learning for Detecting LLM-Generated Text
22. ICLR 2026Let LLMs Speak Embedding Languages: Generative Text Embeddings via Iterative Contrastive Refinement
23. ICLR 2026LightRetriever: A LLM-based Text Retrieval Architecture with Extremely Faster Query Inference
24. ICLR 2026MambaVoiceCloning: Efficient and Expressive Text-to-Speech via State-Space Modeling and Diffusion Control
25. ICLR 2026Prior-based Noisy Text Data Filtering: Fast and Strong Alternative For Perplexity
26. ICLR 2026Reducing Semantic Mismatch in Brain-to-Text Decoding Through Personalized Multimodal Masking
27. ICLR 2026Robustness in Text-Attributed Graph Learning: Insights, Trade-offs, and New Defenses
28. ICLR 2026Scalable Multilingual Multimodal Machine Translation with Speech-Text Fusion
29. ICLR 2026Some Neural Networks Inherently Preserve Subspace Clustering Structure
30. ICLR 2026Spatial Structure and Selective Text Jointly Facilitate Image Clustering
31. ICLR 2026SpeechOp: Inference-Time Task Composition for Generative Speech Processing
32. ICLR 2026Summaries as Centroids for Interpretable and Scalable Text Clustering
33. ICLR 2026TASTE: Text-Aligned Speech Tokenization and Embedding for Spoken Language Modeling
34. ICLR 2026Text summarization via global structure awareness
35. ICLR 2026The Counting Power of Transformers
36. ICLR 2026TIPO: Text to Image with Text Pre-sampling for Prompt Optimization
37. ICLR 2026Towards True Speech-to-Speech Models Without Text Guidance
38. ICLR 2026TTS Can Speak in Any Style with Any Voice
39. ICLR 2026TTSDS2: Resources and Benchmark for Evaluating Human-Quality Text to Speech Systems
40. ICLR 2026VibeVoice: Expressive Podcast Generation with Next-Token Diffusion
41. ICLR 2026VIRTUE: Visual-Interactive Text-Image Universal Embedder
42. ICLR 2026VowelPrompt: Hearing Speech Emotions from Text via Vowel-level Prosodic Augmentation
43. ICLR 2026VoxPrivacy: A Benchmark for Evaluating Interactional Privacy of Speech Language Models
44. ICLR 2025$\text{I}^2\text{AM}$: Interpreting Image-to-Image Latent Diffusion Models via Bi-Attribution Maps
45. ICLR 2025AI as Humanity’s Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text
46. ICLR 2025AIMS.au: A Dataset for the Analysis of Modern Slavery Countermeasures in Corporate Statements
47. ICLR 2025Bridging the Data Provenance Gap Across Text, Speech, and Video
48. ICLR 2025Bridging the Semantic Gap Between Text and Table: A Case Study on NL2SQL
49. ICLR 2025Certified Robustness Under Bounded Levenshtein Distance
50. ICLR 2025Concept Pinpoint Eraser for Text-to-image Diffusion Models via Residual Attention Gate

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。