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

200 papers, page 4 of 4

151. NeurIPS 2026Is Text All You Need? Text as a Universal Information Bottleneck for Speech LLMs
152. NeurIPS 2026Kinetic-Optimal Scheduling with Moment Correction for Metric-Induced Discrete Flow Matching in Zero-Shot Text-to-Speech
153. NeurIPS 2026Language Denoising Objectives Extend the Value of Limited Data
154. NeurIPS 2026LensCT: Fine-Grained AI-Involved Text Detection via Temporal-Hierarchical Tomograms of LLM Internals
155. NeurIPS 2026LibriBrain100: One Hundred Hours of Broad and Deep MEG Data for Neural Speech Decoding at Scale
156. NeurIPS 2026LLM Flow Processes for Text-Conditioned Regression
157. NeurIPS 2026Log-Likelihood, Simpson’s Paradox, and the Detection of Machine-Generated Text
158. NeurIPS 2026Magnifying What Matters: Attention-Guided Adaptive Rendering for Visual Text Comprehension
159. NeurIPS 2026Majority-of-Three is an Optimal PAC Learner
160. NeurIPS 2026Making Open-Source Text LLM Watermarks Durable Against Merging
161. NeurIPS 2026MemPlan: Memory-Conditioned PDDL Planning for Partially Observable Text Environments
162. NeurIPS 2026Minimizing Modality Gap from the Input Side: Your Speech LLM Can Be a Prosody-Aware Text LLM
163. NeurIPS 2026MOSAIC: Concept Bottlenecks via Text-Anchored Optimal Transport
164. NeurIPS 2026MultiTalk: Scaling Full-Duplex Speech Models to Long, Multi-Party, Bilingual Conversation
165. NeurIPS 2026NeuroFaith: Evaluating Mechanistic Faithfulness of LLM Free Text Self-Explanation at the Concept Level
166. NeurIPS 2026NeuroInk: Retinomorphic Spiking Sequence Modeling for Handwritten Text Recognition
167. NeurIPS 2026No Model Required: Text Entropy Rate Filtering Prevents Iterative Fine-Tuning Collapse
168. NeurIPS 2026On Length Bias in EEG-to-Text Decoding
169. NeurIPS 2026ORCA: Hunting Compositional Failures in Text-to-Image Diffusion
170. NeurIPS 2026PATH: A Dual Perspective for High-quality Text-attributed Graph Learning
171. NeurIPS 2026Permute-then-Adapt: Weak-to-Strong Contrastive Image--Text Adaptation
172. NeurIPS 2026Pref-DetectGPT: Unveiling Machine-Generated Text via Preference-Aware Curvature Measurement
173. NeurIPS 2026Pretraining Data Statistics Shape the Phases of Learning Entity Comparison in Language Models
174. NeurIPS 2026Prior Text-Informed Gate Attention Framework for Multimodal Psychiatric Disorder Diagnosis
175. NeurIPS 2026PRO: Enabling Precise and Robust Text Watermark for Open-Source LLMs
176. NeurIPS 2026Real In, Real Out: What If We Only Use Real Data for Scene Text Editing?
177. NeurIPS 2026Rep2Text: Decoding Full Text from a Single LLM Token Representation
178. NeurIPS 2026Rethinking Contrastive Loss in CLIP Post-training: A Complementary Framework with Frozen Text Encoder
179. NeurIPS 2026Rethinking Entropy Allocation in LLM-based ASR: Understanding the Dynamics between Speech Encoders and Large Language Models
180. NeurIPS 2026RobustStress: Stress-Testing AI-Generated Text Detectors under Gradual Perturbations
181. NeurIPS 2026Say the Same, Act Differently: Text-Orthogonal Action Subspaces in Reasoning Vision-Language-Action Models
182. NeurIPS 2026Seeing but Not Detecting: Privacy-Preserving Scene Text Attack via Hybrid Adversarial Policy Learning
183. NeurIPS 2026Seeing Speech: Learning Visible Articulatory Dynamics for Speech-Driven 3D Facial Animation
184. NeurIPS 2026SENSE: Semantic Neural Speech Synthesis from Brain Dynamics via Spatial Graph Encoding
185. NeurIPS 2026She Performs Your Voice: A Unified Speech and Dance Motion Model
186. NeurIPS 2026SMASH: Probing Speech Recognition Robustness via Semantically Targeted Bit Flips
187. NeurIPS 2026Speech Tokenizers are Vulnerable: Transferable Semantic Attack and Robust Tokenizer
188. NeurIPS 2026TED: Text-Axis Evidence Decomposition for Prompted Anomaly Localization
189. NeurIPS 2026Text-to-CAD Evaluation with CADTests
190. NeurIPS 2026TRACE: Data-Free Text Reconstruction Attacks against Approximate Unlearning in LLMs
191. NeurIPS 2026TriBet: Relative E-values for Online Machine-generated Text Detection
192. NeurIPS 2026TROPT: An Open Framework for Unifying and Advancing Discrete Text Optimization
193. NeurIPS 2026Uncovering Semantic Hierarchies in Text-Attributed Graphs via Variational EM-based LLM–GNN Synergy
194. NeurIPS 2026View-Spectral Reconciliation Learning for Text-based Multispectral Aerial–Ground Person Re-Identification
195. NeurIPS 2026VisInteract: Towards Dynamic Interactive Text-to-Visualization under Imperfect Queries
196. NeurIPS 2026Visual Text Compression as Measure Transport
197. NeurIPS 2026ViTeX-Bench: Benchmarking High-Fidelity Video Scene Text Editing
198. NeurIPS 2026Viverra: Text-to-Code with Guarantees
199. NeurIPS 2026WAXAL: A Large-Scale Multilingual African Language Speech Corpus
200. NeurIPS 2026When Language Overrules: Revealing Text Dominance in Multimodal Large Language Models

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.