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 151 篇，第 3 / 4 页

101. ICML 2025How to Synthesize Text Data without Model Collapse?
102. ICML 2025Language Models May Verbatim Complete Text They Were Not Explicitly Trained On
103. ICML 2025Robust Multi-bit Text Watermark with LLM-based Paraphrasers
104. ICML 2025Sortformer: A Novel Approach for Permutation-Resolved Speaker Supervision in Speech-to-Text Systems
105. ICML 2025Synthesizing Privacy-Preserving Text Data via Finetuning *without* Finetuning Billion-Scale LLMs
106. ICML 2025Text-to-LoRA: Instant Transformer Adaption
107. NeurIPS 2025$\text{G}^2\text{M}$: A Generalized Gaussian Mirror Method to Boost Feature Selection Power
108. NeurIPS 2025AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
109. NeurIPS 2025Adjusting Initial Noise to Mitigate Memorization in Text-to-Image Diffusion Models
110. NeurIPS 2025Advancing Machine-Generated Text Detection from an Easy to Hard Supervision Perspective
111. NeurIPS 2025Adversarial Paraphrasing: A Universal Attack for Humanizing AI-Generated Text
112. NeurIPS 2025Aligning Text-to-Image Diffusion Models to Human Preference by Classification
113. NeurIPS 2025ARECHO: Autoregressive Evaluation via Chain-Based Hypothesis Optimization for Speech Multi-Metric Estimation
114. NeurIPS 2025Blackbox Model Provenance via Palimpsestic Membership Inference
115. NeurIPS 2025Brain-Inspired fMRI-to-Text Decoding via Incremental and Wrap-Up Language Modeling
116. NeurIPS 2025Can LLMs Reason Over Non-Text Modalities in a Training-Free Manner? A Case Study with In-Context Representation Learning
117. NeurIPS 2025CellCLIP - Learning Perturbation Effects in Cell Painting via Text-Guided Contrastive Learning
118. NeurIPS 2025CoreaSpeech: Korean Speech Corpus via JAMO-based Coreset Selection for Efficient and Robust Korean Speech Generation
119. NeurIPS 2025DNA-DetectLLM: Unveiling AI-Generated Text via a DNA-Inspired Mutation-Repair Paradigm
120. NeurIPS 2025Dynamic Bundling with Large Language Models for Zero-Shot Inference on Text-Attributed Graphs
121. NeurIPS 2025Efficient Speech Language Modeling via Energy Distance in Continuous Latent Space
122. NeurIPS 2025EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge
123. NeurIPS 2025Encoder-Decoder Diffusion Language Models for Efficient Training and Inference
124. NeurIPS 2025Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions
125. NeurIPS 2025FACT: Mitigating Inconsistent Hallucinations in LLMs via Fact-Driven Alternating Code-Text Training
126. NeurIPS 2025FedMGP: Personalized Federated Learning with Multi-Group Text-Visual Prompts
127. NeurIPS 2025FocalCodec: Low-Bitrate Speech Coding via Focal Modulation Networks
128. NeurIPS 2025From Indicators to Insights: Diversity-Optimized for Medical Series-Text Decoding via LLMs
129. NeurIPS 2025GTR-Loc: Geospatial Text Regularization Assisted Outdoor LiDAR Localization
130. NeurIPS 2025Harnessing the Universal Geometry of Embeddings
131. NeurIPS 2025Interactive Cross-modal Learning for Text-3D Scene Retrieval
132. NeurIPS 2025LLM-Driven Treatment Effect Estimation Under Inference Time Text Confounding
133. NeurIPS 2025Measuring Fingerprints of Web-filtered Text Datasets and Fingerprint Propagation Through Training
134. NeurIPS 2025Moment- and Power-Spectrum-Based Gaussianity Regularization for Text-to-Image Models
135. NeurIPS 2025MSTAR: Box-free Multi-query Scene Text Retrieval with Attention Recycling
136. NeurIPS 2025Multi-head Temporal Latent Attention
137. NeurIPS 2025OSTAR: Optimized Statistical Text-classifier with Adversarial Resistance
138. NeurIPS 2025Panoptic Captioning: An Equivalence Bridge for Image and Text
139. NeurIPS 2025SALMONN-omni: A Standalone Speech LLM without Codec Injection for Full-duplex Conversation
140. NeurIPS 2025SceneForge: Enhancing 3D-text alignment with Structured Scene Compositions
141. NeurIPS 2025Shallow Flow Matching for Coarse-to-Fine Text-to-Speech Synthesis
142. NeurIPS 2025SimulMEGA: MoE Routers are Advanced Policy Makers for Simultaneous Speech Translation
143. NeurIPS 2025TabSTAR: A Tabular Foundation Model for Tabular Data with Text Fields
144. NeurIPS 2025TaDiCodec: Text-aware Diffusion Speech Tokenizer for Speech Language Modeling
145. NeurIPS 2025The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text
146. NeurIPS 2025Towards Irreversible Attack: Fooling Scene Text Recognition via Multi-Population Coevolution Search
147. NeurIPS 2025Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models
148. NeurIPS 2025UniGTE: Unified Graph–Text Encoding for Zero-Shot Generalization across Graph Tasks and Domains
149. NeurIPS 2025VITA-Audio: Fast Interleaved Audio-Text Token Generation for Efficient Large Speech-Language Model
150. NeurIPS 2025WolBanking77: Wolof Banking Speech Intent Classification Dataset

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。