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 67 篇，第 1 / 2 页

1. NeurIPS 2026A Unified Audio Language Model with Text-Aligned Factorized Audio Tokenization
2. NeurIPS 2026Are Text-to-Image Models Inductivist Turkeys? A Counterfactual Benchmark for Causal Reasoning
3. NeurIPS 2026Artificial Aphasias in Lesioned Language Models
4. NeurIPS 2026Beyond Sparse Captions: Aligning Slide-Level Text and Patch-Level Vision in Pathology
5. NeurIPS 2026Boosting Text-to-Image Diffusion Models via Core Token Attention-Based Seed Selection
6. NeurIPS 2026BrainWhisperer: Leveraging Whisper for Speech Decoding in Neuroprosthetics
7. NeurIPS 2026Can Bits Seal Language?
8. NeurIPS 2026CAPER: Clause-Aligned Process Supervision for Text-to-SQL
9. NeurIPS 2026CRESiST: Self-Enhancing Exploritive Policy Learning for Simultaneous Speech Translation
10. NeurIPS 2026DiffScore: Text Evaluation Beyond Autoregressive Likelihood
11. NeurIPS 2026Do Speech BCIs Need Larger Models? Rethinking Neural Decoding beyond Scaling
12. NeurIPS 2026DUET: Unified Dual-Space Emotion Control for Diffusion and Flow-Matching Driven Text-to-Speech
13. NeurIPS 2026Efficient Brain-to-Speech Decoding with Fixed-Delay Spiking Neural Networks
14. NeurIPS 2026Full-Duplex Speech-Motion Model for Dyadic Interaction
15. NeurIPS 2026Geometric Alignment without Functional Equivalence: A Layer-wise Analysis of the Speech-Text Modality Gap
16. NeurIPS 2026HalluciText: Mitigating Text Hallucinations in Diffusion-Based Image Restoration
17. NeurIPS 2026Handwritten Text Recognition Lives in the High-Pixel Variance Subspace
18. NeurIPS 2026Is Text All You Need? Text as a Universal Information Bottleneck for Speech LLMs
19. NeurIPS 2026Kinetic-Optimal Scheduling with Moment Correction for Metric-Induced Discrete Flow Matching in Zero-Shot Text-to-Speech
20. NeurIPS 2026Language Denoising Objectives Extend the Value of Limited Data
21. NeurIPS 2026LensCT: Fine-Grained AI-Involved Text Detection via Temporal-Hierarchical Tomograms of LLM Internals
22. NeurIPS 2026LibriBrain100: One Hundred Hours of Broad and Deep MEG Data for Neural Speech Decoding at Scale
23. NeurIPS 2026LLM Flow Processes for Text-Conditioned Regression
24. NeurIPS 2026Log-Likelihood, Simpson’s Paradox, and the Detection of Machine-Generated Text
25. NeurIPS 2026Magnifying What Matters: Attention-Guided Adaptive Rendering for Visual Text Comprehension
26. NeurIPS 2026Majority-of-Three is an Optimal PAC Learner
27. NeurIPS 2026Making Open-Source Text LLM Watermarks Durable Against Merging
28. NeurIPS 2026MemPlan: Memory-Conditioned PDDL Planning for Partially Observable Text Environments
29. NeurIPS 2026Minimizing Modality Gap from the Input Side: Your Speech LLM Can Be a Prosody-Aware Text LLM
30. NeurIPS 2026MOSAIC: Concept Bottlenecks via Text-Anchored Optimal Transport
31. NeurIPS 2026MultiTalk: Scaling Full-Duplex Speech Models to Long, Multi-Party, Bilingual Conversation
32. NeurIPS 2026NeuroFaith: Evaluating Mechanistic Faithfulness of LLM Free Text Self-Explanation at the Concept Level
33. NeurIPS 2026NeuroInk: Retinomorphic Spiking Sequence Modeling for Handwritten Text Recognition
34. NeurIPS 2026No Model Required: Text Entropy Rate Filtering Prevents Iterative Fine-Tuning Collapse
35. NeurIPS 2026On Length Bias in EEG-to-Text Decoding
36. NeurIPS 2026ORCA: Hunting Compositional Failures in Text-to-Image Diffusion
37. NeurIPS 2026PATH: A Dual Perspective for High-quality Text-attributed Graph Learning
38. NeurIPS 2026Permute-then-Adapt: Weak-to-Strong Contrastive Image--Text Adaptation
39. NeurIPS 2026Pref-DetectGPT: Unveiling Machine-Generated Text via Preference-Aware Curvature Measurement
40. NeurIPS 2026Pretraining Data Statistics Shape the Phases of Learning Entity Comparison in Language Models
41. NeurIPS 2026Prior Text-Informed Gate Attention Framework for Multimodal Psychiatric Disorder Diagnosis
42. NeurIPS 2026PRO: Enabling Precise and Robust Text Watermark for Open-Source LLMs
43. NeurIPS 2026Real In, Real Out: What If We Only Use Real Data for Scene Text Editing?
44. NeurIPS 2026Rep2Text: Decoding Full Text from a Single LLM Token Representation
45. NeurIPS 2026Rethinking Contrastive Loss in CLIP Post-training: A Complementary Framework with Frozen Text Encoder
46. NeurIPS 2026Rethinking Entropy Allocation in LLM-based ASR: Understanding the Dynamics between Speech Encoders and Large Language Models
47. NeurIPS 2026RobustStress: Stress-Testing AI-Generated Text Detectors under Gradual Perturbations
48. NeurIPS 2026Say the Same, Act Differently: Text-Orthogonal Action Subspaces in Reasoning Vision-Language-Action Models
49. NeurIPS 2026Seeing but Not Detecting: Privacy-Preserving Scene Text Attack via Hybrid Adversarial Policy Learning
50. NeurIPS 2026Seeing Speech: Learning Visible Articulatory Dynamics for Speech-Driven 3D Facial Animation

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。