语音合成论文趋势 2023–2026
TTS 与声码器
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 621 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 54 | 22 | 26 | 23 | 125 |
| 2024 | 38 | 26 | 21 | 60 | 145 |
| 2025 | 45 | 32 | 16 | 58 | 151 |
| 2026 | 67 | 43 | 36 | 54 | 200 |
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 195 篇，第 4 / 4 页
- CVPR 2024Neural Sign Actors: A Diffusion Model for 3D Sign Language Production from Text
- CVPR 2024Noisy-Correspondence Learning for Text-to-Image Person Re-identification
- CVPR 2024OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table Recognition
- CVPR 2024OTE: Exploring Accurate Scene Text Recognition Using One Token
- CVPR 2024Paint-it: Text-to-Texture Synthesis via Deep Convolutional Texture Map Optimization and Physically-Based Rendering
- CVPR 2024PairAug: What Can Augmented Image-Text Pairs Do for Radiology?
- CVPR 2024PIA: Your Personalized Image Animator via Plug-and-Play Modules in Text-to-Image Models
- CVPR 2024Prompting Hard or Hardly Prompting: Prompt Inversion for Text-to-Image Diffusion Models
- CVPR 2024RichDreamer: A Generalizable Normal-Depth Diffusion Model for Detail Richness in Text-to-3D
- CVPR 2024Selectively Informative Description can Reduce Undesired Embedding Entanglements in Text-to-Image Personalization
- CVPR 2024SwiftBrush: One-Step Text-to-Image Diffusion Model with Variational Score Distillation
- CVPR 2024TeMO: Towards Text-Driven 3D Stylization for Multi-Object Meshes
- CVPR 2024Text Grouping Adapter: Adapting Pre-trained Text Detector for Layout Analysis
- CVPR 2024Text-Driven Image Editing via Learnable Regions
- CVPR 2024Text-Enhanced Data-free Approach for Federated Class-Incremental Learning
- CVPR 2024Text-guided Explorable Image Super-resolution
- CVPR 2024Text-to-3D using Gaussian Splatting
- CVPR 2024Text-to-Image Diffusion Models are Great Sketch-Photo Matchmakers
- CVPR 2024TokenCompose: Text-to-Image Diffusion with Token-level Supervision
- CVPR 2024Towards Text-guided 3D Scene Composition
- CVPR 2024UFineBench: Towards Text-based Person Retrieval with Ultra-fine Granularity
- CVPR 2024WOUAF: Weight Modulation for User Attribution and Fingerprinting in Text-to-Image Diffusion Models
- CVPR 20233D Highlighter: Localizing Regions on 3D Shapes via Text Descriptions
- CVPR 2023A Simple Framework for Text-Supervised Semantic Segmentation
- CVPR 2023CLIP2Protect: Protecting Facial Privacy Using Text-Guided Makeup via Adversarial Latent Search
- CVPR 2023Co-Speech Gesture Synthesis by Reinforcement Learning With Contrastive Pre-Trained Rewards
- CVPR 2023CodeTalker: Speech-Driven 3D Facial Animation With Discrete Motion Prior
- CVPR 2023DeepSolo: Let Transformer Decoder With Explicit Points Solo for Text Spotting
- CVPR 2023Diffusion-SDF: Text-To-Shape via Voxelized Diffusion
- CVPR 2023Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning Network
- CVPR 2023Imagen Editor and EditBench: Advancing and Evaluating Text-Guided Image Inpainting
- CVPR 2023Improving Image Recognition by Retrieving From Web-Scale Image-Text Data
- CVPR 2023Learning Semantic Relationship Among Instances for Image-Text Matching
- CVPR 2023Multi-Concept Customization of Text-to-Image Diffusion
- CVPR 2023Position-Guided Text Prompt for Vision-Language Pre-Training
- CVPR 2023QPGesture: Quantization-Based and Phase-Guided Motion Matching for Natural Speech-Driven Gesture Generation
- CVPR 2023ReVISE: Self-Supervised Speech Resynthesis With Visual Input for Universal and Generalized Speech Regeneration
- CVPR 2023SceneTrilogy: On Human Scene-Sketch and Its Complementarity With Photo and Text
- CVPR 2023Self-Supervised Implicit Glyph Attention for Text Recognition
- CVPR 2023Specialist Diffusion: Plug-and-Play Sample-Efficient Fine-Tuning of Text-to-Image Diffusion Models To Learn Any Unseen Style
- CVPR 2023Text With Knowledge Graph Augmented Transformer for Video Captioning
- CVPR 2023Text2Scene: Text-Driven Indoor Scene Stylization With Part-Aware Details
- CVPR 2023Turning a CLIP Model Into a Scene Text Detector
- CVPR 2023Uncurated Image-Text Datasets: Shedding Light on Demographic Bias
- CVPR 2023VectorFusion: Text-to-SVG by Abstracting Pixel-Based Diffusion Models
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查语音合成在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "text-to-speech"}
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。