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 200 篇，第 2 / 4 页

51. CVPR 2026When Anonymity Breaks Identifying Models Behind Text-to-Image Leaderboards
52. CVPR 2026When Pretty Isnt Useful Investigating Why Modern Text-to-Image Models Fail
53. CVPR 2026When Safety Collides Resolving Multi-Category Harmful Conflicts in Text-to-Image Diffusion
54. CVPR 2026WorldGen From Text to Traversable and Interactive 3D Worlds
55. ICLR 2026ACCORD: Alleviating Concept Coupling through Dependence Regularization for Text-to-Image Diffusion Personalization
56. ICLR 2026ASCIIEval: Benchmarking Models' Visual Perception in Text Strings via ASCII Art
57. ICLR 2026Beyond Raw Detection Scores: Markov-Informed Calibration for Boosting Machine-Generated Text Detection
58. ICLR 2026Closing the Gap Between Text and Speech Understanding in LLMs
59. ICLR 2026CSRv2: Unlocking Ultra-Sparse Embeddings
60. ICLR 2026D&R: Recovery-based AI-Generated Text Detection via a Single Black-box LLM Call
61. ICLR 2026Data-Centric Lessons To Improve Speech-Language Pretraining
62. ICLR 2026Decoding Inner Speech with an End-to-End Brain-to-Text Neural Interface
63. ICLR 2026DMAP: A Distribution Map for Text
64. ICLR 2026DrVoice: Parallel Speech-Text Voice Conversation Model via Dual-Resolution Speech Representations
65. ICLR 2026EditLens: Quantifying the Extent of AI Editing in Text
66. ICLR 2026Evaluating Text Creativity across Diverse Domains: a Dataset and Large Language Model Evaluator
67. ICLR 2026GeoDiv: Framework for Measuring Geographical Diversity in Text-to-Image Models
68. ICLR 2026Gogo: Group-wise granularity-ordered codec for stable and efficient speech generation
69. ICLR 2026Hierarchical Semantic-Acoustic Modeling via Semi-Discrete Residual Representations for Expressive End-to-End Speech Synthesis
70. ICLR 2026HLD: Approximate Hierarchical Linguistic Distribution Modeling for LLM-Generated Text Detection
71. ICLR 2026Implicit Inversion turns CLIP into a Decoder
72. ICLR 2026Knowing When to Quit: Probabilistic Early Exits for Speech Separation Networks
73. ICLR 2026LANE: Label-Aware Noise Elimination for Fine-Grained Text Classification
74. ICLR 2026Latent Speech-Text Transformer
75. ICLR 2026Learn-to-Distance: Distance Learning for Detecting LLM-Generated Text
76. ICLR 2026Let LLMs Speak Embedding Languages: Generative Text Embeddings via Iterative Contrastive Refinement
77. ICLR 2026LightRetriever: A LLM-based Text Retrieval Architecture with Extremely Faster Query Inference
78. ICLR 2026MambaVoiceCloning: Efficient and Expressive Text-to-Speech via State-Space Modeling and Diffusion Control
79. ICLR 2026Prior-based Noisy Text Data Filtering: Fast and Strong Alternative For Perplexity
80. ICLR 2026Reducing Semantic Mismatch in Brain-to-Text Decoding Through Personalized Multimodal Masking
81. ICLR 2026Robustness in Text-Attributed Graph Learning: Insights, Trade-offs, and New Defenses
82. ICLR 2026Scalable Multilingual Multimodal Machine Translation with Speech-Text Fusion
83. ICLR 2026Some Neural Networks Inherently Preserve Subspace Clustering Structure
84. ICLR 2026Spatial Structure and Selective Text Jointly Facilitate Image Clustering
85. ICLR 2026SpeechOp: Inference-Time Task Composition for Generative Speech Processing
86. ICLR 2026Summaries as Centroids for Interpretable and Scalable Text Clustering
87. ICLR 2026TASTE: Text-Aligned Speech Tokenization and Embedding for Spoken Language Modeling
88. ICLR 2026Text summarization via global structure awareness
89. ICLR 2026The Counting Power of Transformers
90. ICLR 2026TIPO: Text to Image with Text Pre-sampling for Prompt Optimization
91. ICLR 2026Towards True Speech-to-Speech Models Without Text Guidance
92. ICLR 2026TTS Can Speak in Any Style with Any Voice
93. ICLR 2026TTSDS2: Resources and Benchmark for Evaluating Human-Quality Text to Speech Systems
94. ICLR 2026VibeVoice: Expressive Podcast Generation with Next-Token Diffusion
95. ICLR 2026VIRTUE: Visual-Interactive Text-Image Universal Embedder
96. ICLR 2026VowelPrompt: Hearing Speech Emotions from Text via Vowel-level Prosodic Augmentation
97. ICLR 2026VoxPrivacy: A Benchmark for Evaluating Interactional Privacy of Speech Language Models
98. ICML 2026$\text{DT}^\text{2}$: Decision-Targeted Digital Twins
99. ICML 2026AgentSteerTTS: A Multi-Agent Closed-Loop Framework for Composite-Instruction Text-to-Speech
100. ICML 2026AliMark: Enhancing Robustness of Sentence-Level Watermarking Against Text Paraphrasing

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。