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 204 篇，第 3 / 5 页

101. NeurIPS 2025SceneForge: Enhancing 3D-text alignment with Structured Scene Compositions
102. NeurIPS 2025Shallow Flow Matching for Coarse-to-Fine Text-to-Speech Synthesis
103. NeurIPS 2025SimulMEGA: MoE Routers are Advanced Policy Makers for Simultaneous Speech Translation
104. NeurIPS 2025TabSTAR: A Tabular Foundation Model for Tabular Data with Text Fields
105. NeurIPS 2025TaDiCodec: Text-aware Diffusion Speech Tokenizer for Speech Language Modeling
106. NeurIPS 2025The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text
107. NeurIPS 2025Towards Irreversible Attack: Fooling Scene Text Recognition via Multi-Population Coevolution Search
108. NeurIPS 2025Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models
109. NeurIPS 2025UniGTE: Unified Graph–Text Encoding for Zero-Shot Generalization across Graph Tasks and Domains
110. NeurIPS 2025VITA-Audio: Fast Interleaved Audio-Text Token Generation for Efficient Large Speech-Language Model
111. NeurIPS 2025WolBanking77: Wolof Banking Speech Intent Classification Dataset
112. NeurIPS 2025Word-Level Emotional Expression Control in Zero-Shot Text-to-Speech Synthesis
113. NeurIPS 2024Aligner-Encoders: Self-Attention Transformers Can Be Self-Transducers
114. NeurIPS 2024BeanCounter: A low-toxicity, large-scale, and open dataset of business-oriented text
115. NeurIPS 2024Beyond Aesthetics: Cultural Competence in Text-to-Image Models
116. NeurIPS 2024Bileve: Securing Text Provenance in Large Language Models Against Spoofing with Bi-level Signature
117. NeurIPS 2024BiScope: AI-generated Text Detection by Checking Memorization of Preceding Tokens
118. NeurIPS 2024Boosting Semi-Supervised Scene Text Recognition via Viewing and Summarizing
119. NeurIPS 2024CLIP in Mirror: Disentangling text from visual images through reflection
120. NeurIPS 2024Consent in Crisis: The Rapid Decline of the AI Data Commons
121. NeurIPS 2024Convergence of $\text{log}(1/\epsilon)$ for Gradient-Based Algorithms in Zero-Sum Games without the Condition Number: A Smoothed Analysis
122. NeurIPS 2024CoVoMix: Advancing Zero-Shot Speech Generation for Human-like Multi-talker Conversations
123. NeurIPS 2024Data Attribution for Text-to-Image Models by Unlearning Synthesized Images
124. NeurIPS 2024Decomposing and Interpreting Image Representations via Text in ViTs Beyond CLIP
125. NeurIPS 2024Direct Consistency Optimization for Robust Customization of Text-to-Image Diffusion models
126. NeurIPS 2024DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed Graphs
127. NeurIPS 2024Du-IN: Discrete units-guided mask modeling for decoding speech from Intracranial Neural signals
128. NeurIPS 2024FINALLY: fast and universal speech enhancement with studio-like quality
129. NeurIPS 2024From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement Learning
130. NeurIPS 2024How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization?
131. NeurIPS 2024IndicVoices-R: Unlocking a Massive Multilingual Multi-speaker Speech Corpus for Scaling Indian TTS
132. NeurIPS 2024Instruction Embedding: Latent Representations of Instructions Towards Task Identification
133. NeurIPS 2024KOALA: Empirical Lessons Toward Memory-Efficient and Fast Diffusion Models for Text-to-Image Synthesis
134. NeurIPS 2024Leveraging Visual Tokens for Extended Text Contexts in Multi-Modal Learning
135. NeurIPS 2024Muharaf: Manuscripts of Handwritten Arabic Dataset for Cursive Text Recognition
136. NeurIPS 2024Optimal Transport-based Labor-free Text Prompt Modeling for Sketch Re-identification
137. NeurIPS 2024Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversation
138. NeurIPS 2024Proximal Causal Inference With Text Data
139. NeurIPS 2024RealCompo: Balancing Realism and Compositionality Improves Text-to-Image Diffusion Models
140. NeurIPS 2024ReplaceAnything3D: Text-Guided Object Replacement in 3D Scenes with Compositional Scene Representations
141. NeurIPS 2024SCOREQ: Speech Quality Assessment with Contrastive Regression
142. NeurIPS 2024Separate and Reconstruct: Asymmetric Encoder-Decoder for Speech Separation
143. NeurIPS 2024SM3-Text-to-Query: Synthetic Multi-Model Medical Text-to-Query Benchmark
144. NeurIPS 2024SSDM: Scalable Speech Dysfluency Modeling
145. NeurIPS 2024Text to Blind Motion
146. NeurIPS 2024Text-space Graph Foundation Models: Comprehensive Benchmarks and New Insights
147. NeurIPS 2024Text2CAD: Generating Sequential CAD Designs from Beginner-to-Expert Level Text Prompts
148. NeurIPS 2024The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale
149. NeurIPS 2024TransVIP: Speech to Speech Translation System with Voice and Isochrony Preservation
150. NeurIPS 2024Wings: Learning Multimodal LLMs without Text-only Forgetting

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。