Text-to-Speech papers, 2023–2026

Key findings

• Text-to-Speech went from 125 papers in 2023 to 200 in 2026, roughly 1.6x in three years.
• NeurIPS publishes the most Text-to-Speech work: 204 papers from 2023 to 2026, 33% of the four-venue total.
• The fastest-growing overlap is with Object Detection: papers tagged with both rose from 1 in 2023 to 10 in 2026.
• Among the 5 topics under Audio and Speech, it ranks #2 by 2026 paper count; the fastest grower in the group, Audio Generation, is up 4.3x versus 1.6x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Text-to-Speech papers

151 papers, page 2 of 4

51. CVPR 2025Text-Driven Fashion Image Editing with Compositional Concept Learning and Counterfactual Abduction
52. CVPR 2025Text-guided Sparse Voxel Pruning for Efficient 3D Visual Grounding
53. CVPR 2025The Illusion of Unlearning: The Unstable Nature of Machine Unlearning in Text-to-Image Diffusion Models
54. CVPR 2025Towards Improved Text-Aligned Codebook Learning: Multi-Hierarchical Codebook-Text Alignment with Long Text
55. CVPR 2025TurboFill: Adapting Few-step Text-to-image Model for Fast Image Inpainting
56. CVPR 2025VerbDiff: Text-Only Diffusion Models with Enhanced Interaction Awareness
57. CVPR 2025Wav2Sem: Plug-and-Play Audio Semantic Decoupling for 3D Speech-Driven Facial Animation
58. CVPR 2025Words or Vision: Do Vision-Language Models Have Blind Faith in Text?
59. ICLR 2025$\text{I}^2\text{AM}$: Interpreting Image-to-Image Latent Diffusion Models via Bi-Attribution Maps
60. ICLR 2025AI as Humanity’s Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text
61. ICLR 2025AIMS.au: A Dataset for the Analysis of Modern Slavery Countermeasures in Corporate Statements
62. ICLR 2025Bridging the Data Provenance Gap Across Text, Speech, and Video
63. ICLR 2025Bridging the Semantic Gap Between Text and Table: A Case Study on NL2SQL
64. ICLR 2025Certified Robustness Under Bounded Levenshtein Distance
65. ICLR 2025Concept Pinpoint Eraser for Text-to-image Diffusion Models via Residual Attention Gate
66. ICLR 2025Continuous Autoregressive Modeling with Stochastic Monotonic Alignment for Speech Synthesis
67. ICLR 2025Deep Kernel Relative Test for Machine-generated Text Detection
68. ICLR 2025DiTTo-TTS: Diffusion Transformers for Scalable Text-to-Speech without Domain-Specific Factors
69. ICLR 2025Effective post-training embedding compression via temperature control in contrastive training
70. ICLR 2025FIRING-Net: A filtered feature recycling network for speech enhancement
71. ICLR 2025Fluid: Scaling Autoregressive Text-to-image Generative Models with Continuous Tokens
72. ICLR 2025HALL-E: Hierarchical Neural Codec Language Model for Minute-Long Zero-Shot Text-to-Speech Synthesis
73. ICLR 2025ImpScore: A Learnable Metric For Quantifying The Implicitness Level of Sentences
74. ICLR 2025Joint Fine-tuning and Conversion of Pretrained Speech and Language Models towards Linear Complexity
75. ICLR 2025Making Text Embedders Few-Shot Learners
76. ICLR 2025MaskGCT: Zero-Shot Text-to-Speech with Masked Generative Codec Transformer
77. ICLR 2025Mining your own secrets: Diffusion Classifier Scores for Continual Personalization of Text-to-Image Diffusion Models
78. ICLR 2025MMTEB: Massive Multilingual Text Embedding Benchmark
79. ICLR 2025Monte Carlo Planning with Large Language Model for Text-Based Game Agents
80. ICLR 2025Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification
81. ICLR 2025Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models
82. ICLR 2025PaLD: Detection of Text Partially Written by Large Language Models
83. ICLR 2025Regularization by Texts for Latent Diffusion Inverse Solvers
84. ICLR 2025Rethinking Artistic Copyright Infringements In the Era Of Text-to-Image Generative Models
85. ICLR 2025ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL
86. ICLR 2025Scaling Speech-Text Pre-training with Synthetic Interleaved Data
87. ICLR 2025Scaling Transformers for Low-Bitrate High-Quality Speech Coding
88. ICLR 2025SyllableLM: Learning Coarse Semantic Units for Speech Language Models
89. ICLR 2025T2V2: A Unified Non-Autoregressive Model for Speech Recognition and Synthesis via Multitask Learning
90. ICLR 2025Training-free LLM-generated Text Detection by Mining Token Probability Sequences
91. ICML 2025A Variational Framework for Improving Naturalness in Generative Spoken Language Models
92. ICML 2025Boosting Masked ECG-Text Auto-Encoders as Discriminative Learners
93. ICML 2025Contrastive Learning with Simplicial Convolutional Networks for Short-Text Classification
94. ICML 2025Do Not Mimic My Voice : Speaker Identity Unlearning for Zero-Shot Text-to-Speech
95. ICML 2025Efficient Generative Modeling with Residual Vector Quantization-Based Tokens
96. ICML 2025Emotional Face-to-Speech
97. ICML 2025ExLM: Rethinking the Impact of $\texttt{[MASK]}$ Tokens in Masked Language Models
98. ICML 2025Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM
99. ICML 2025Generalization Principles for Inference over Text-Attributed Graphs with Large Language Models
100. ICML 2025High-Fidelity Simultaneous Speech-To-Speech Translation

FAQ

How many Text-to-Speech papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

621 in total: 125 in 2023, 145 in 2024, 151 in 2025, 200 in 2026.

How many Text-to-Speech papers are at NeurIPS 2026?

NeurIPS 2026 has 67 Text-to-Speech papers, versus 45 the year before.

How many Text-to-Speech papers are at ICLR 2026?

ICLR 2026 has 43 Text-to-Speech papers, versus 32 the year before.

How many Text-to-Speech papers are at ICML 2026?

ICML 2026 has 36 Text-to-Speech papers, versus 16 the year before.

How many Text-to-Speech papers are at CVPR 2026?

CVPR 2026 has 54 Text-to-Speech papers, versus 58 the year before.

Which conference publishes the most Text-to-Speech papers?

NeurIPS, with 204 papers from 2023 to 2026.