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 99 篇，第 1 / 2 页

1. ICML 2026$\text{DT}^\text{2}$: Decision-Targeted Digital Twins
2. ICML 2026AgentSteerTTS: A Multi-Agent Closed-Loop Framework for Composite-Instruction Text-to-Speech
3. ICML 2026AliMark: Enhancing Robustness of Sentence-Level Watermarking Against Text Paraphrasing
4. ICML 2026Beyond Static Pipelines: Learning Dynamic Workflows for Text-to-SQL
5. ICML 2026Black-Box Detection of LLM-Generated Text Using Generalized Jensen Shannon Divergence
6. ICML 2026Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking
7. ICML 2026CoCoEmo: Composable and Controllable Human-Like Emotional TTS via Activation Steering
8. ICML 2026DANCE: Dynamic, Available, Neighbor-gated Condensation for Federated Text-Attributed Graphs
9. ICML 2026Evaluating and Rewarding LALMs for Expressive Role-Play TTS via Mean Continuation Log-Probability
10. ICML 2026Expert-guided Clinical Text Augmentation via Query-Based Model Collaboration
11. ICML 2026Fast Byte Latent Transformer
12. ICML 2026From Text to Forecasts: Bridging Modality Gap with Temporal Evolution Semantic Space
13. ICML 2026Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text
14. ICML 2026GraphFLEx: Unsupervised Structure Learning $\underline{\text{F}}$ramework for $\underline{\text{L}}$arge $\underline{\text{Ex}}$panding $\underline{\text{Graph}}$s
15. ICML 2026Guided Star-Shaped Masked Diffusion
16. ICML 2026Hybrid-Gym: Training Coding Agents to Generalize Across Tasks
17. ICML 2026MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training
18. ICML 2026Minimizing Mismatch Risk: A Prototype-Based Routing Framework for Zero-shot LLM-generated Text Detection
19. ICML 2026MoST: Mixing Speech and Text with Modality-Aware Mixture of Experts
20. ICML 2026Noisy-Channel Minimum Bayes Risk Decoding
21. ICML 2026On the Salience of Low-Probability Tokens for AI-Generated Text Detection: A Multiscale Uncertainty Perspective
22. ICML 2026Optimality of FSQ Tokens for Continuous Diffusion for Categorical Data with Application to Text-to-Speech
23. ICML 2026Optimizing Diversity and Quality through Base-Aligned Model Collaboration
24. ICML 2026PACEAttention: Principled and Adaptive Feature Compression-Expansion Grounded in the Geometry of $\text{MCR}^2$
25. ICML 2026PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks
26. ICML 2026Quaternion Self-Attention with Shared Scores
27. ICML 2026Query-Based Asymmetric Modeling with Decoupled Input–Output Rates for Speech Restoration
28. ICML 2026SCOUT: Active Information Foraging for Long-Text Understanding with Decoupled Epistemic States
29. ICML 2026Self-Guidance: Enhancing Neural Codecs via Decoder Manifold Alignment
30. ICML 2026Separating Representation from Reconstruction Enables Scalable Text Encoders
31. ICML 2026SoftMatcha 2: A Fast and Soft Pattern Matcher for Trillion-Scale Corpora
32. ICML 2026Sparse Autoencoders for Interpretable Emotion Control in Text-to-Speech
33. ICML 2026Text Has Curvature
34. ICML 2026Text-Conditional JEPA for Learning Semantically Rich Visual Representations
35. ICML 2026TextME: Bridging Unseen Modalities Through Text Descriptions
36. ICML 2026Unlocking Speech–Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning
37. ICML 2025A Variational Framework for Improving Naturalness in Generative Spoken Language Models
38. ICML 2025Boosting Masked ECG-Text Auto-Encoders as Discriminative Learners
39. ICML 2025Contrastive Learning with Simplicial Convolutional Networks for Short-Text Classification
40. ICML 2025Do Not Mimic My Voice : Speaker Identity Unlearning for Zero-Shot Text-to-Speech
41. ICML 2025Efficient Generative Modeling with Residual Vector Quantization-Based Tokens
42. ICML 2025Emotional Face-to-Speech
43. ICML 2025ExLM: Rethinking the Impact of $\texttt{[MASK]}$ Tokens in Masked Language Models
44. ICML 2025Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM
45. ICML 2025Generalization Principles for Inference over Text-Attributed Graphs with Large Language Models
46. ICML 2025High-Fidelity Simultaneous Speech-To-Speech Translation
47. ICML 2025How to Synthesize Text Data without Model Collapse?
48. ICML 2025Language Models May Verbatim Complete Text They Were Not Explicitly Trained On
49. ICML 2025Robust Multi-bit Text Watermark with LLM-based Paraphrasers
50. ICML 2025Sortformer: A Novel Approach for Permutation-Resolved Speaker Supervision in Speech-to-Text Systems

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。