Text-to-Speech papers, 2023–2026
TTS and vocoders
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 621 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 54 | 22 | 26 | 23 | 125 |
| 2024 | 38 | 26 | 21 | 60 | 145 |
| 2025 | 45 | 32 | 16 | 58 | 151 |
| 2026 | 67 | 43 | 36 | 54 | 200 |
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
204 papers, page 1 of 5
- NeurIPS 2026A Unified Audio Language Model with Text-Aligned Factorized Audio Tokenization
- NeurIPS 2026Are Text-to-Image Models Inductivist Turkeys? A Counterfactual Benchmark for Causal Reasoning
- NeurIPS 2026Artificial Aphasias in Lesioned Language Models
- NeurIPS 2026Beyond Sparse Captions: Aligning Slide-Level Text and Patch-Level Vision in Pathology
- NeurIPS 2026Boosting Text-to-Image Diffusion Models via Core Token Attention-Based Seed Selection
- NeurIPS 2026BrainWhisperer: Leveraging Whisper for Speech Decoding in Neuroprosthetics
- NeurIPS 2026Can Bits Seal Language?
- NeurIPS 2026CAPER: Clause-Aligned Process Supervision for Text-to-SQL
- NeurIPS 2026CRESiST: Self-Enhancing Exploritive Policy Learning for Simultaneous Speech Translation
- NeurIPS 2026DiffScore: Text Evaluation Beyond Autoregressive Likelihood
- NeurIPS 2026Do Speech BCIs Need Larger Models? Rethinking Neural Decoding beyond Scaling
- NeurIPS 2026DUET: Unified Dual-Space Emotion Control for Diffusion and Flow-Matching Driven Text-to-Speech
- NeurIPS 2026Efficient Brain-to-Speech Decoding with Fixed-Delay Spiking Neural Networks
- NeurIPS 2026Full-Duplex Speech-Motion Model for Dyadic Interaction
- NeurIPS 2026Geometric Alignment without Functional Equivalence: A Layer-wise Analysis of the Speech-Text Modality Gap
- NeurIPS 2026HalluciText: Mitigating Text Hallucinations in Diffusion-Based Image Restoration
- NeurIPS 2026Handwritten Text Recognition Lives in the High-Pixel Variance Subspace
- NeurIPS 2026Is Text All You Need? Text as a Universal Information Bottleneck for Speech LLMs
- NeurIPS 2026Kinetic-Optimal Scheduling with Moment Correction for Metric-Induced Discrete Flow Matching in Zero-Shot Text-to-Speech
- NeurIPS 2026Language Denoising Objectives Extend the Value of Limited Data
- NeurIPS 2026LensCT: Fine-Grained AI-Involved Text Detection via Temporal-Hierarchical Tomograms of LLM Internals
- NeurIPS 2026LibriBrain100: One Hundred Hours of Broad and Deep MEG Data for Neural Speech Decoding at Scale
- NeurIPS 2026LLM Flow Processes for Text-Conditioned Regression
- NeurIPS 2026Log-Likelihood, Simpson’s Paradox, and the Detection of Machine-Generated Text
- NeurIPS 2026Magnifying What Matters: Attention-Guided Adaptive Rendering for Visual Text Comprehension
- NeurIPS 2026Majority-of-Three is an Optimal PAC Learner
- NeurIPS 2026Making Open-Source Text LLM Watermarks Durable Against Merging
- NeurIPS 2026MemPlan: Memory-Conditioned PDDL Planning for Partially Observable Text Environments
- NeurIPS 2026Minimizing Modality Gap from the Input Side: Your Speech LLM Can Be a Prosody-Aware Text LLM
- NeurIPS 2026MOSAIC: Concept Bottlenecks via Text-Anchored Optimal Transport
- NeurIPS 2026MultiTalk: Scaling Full-Duplex Speech Models to Long, Multi-Party, Bilingual Conversation
- NeurIPS 2026NeuroFaith: Evaluating Mechanistic Faithfulness of LLM Free Text Self-Explanation at the Concept Level
- NeurIPS 2026NeuroInk: Retinomorphic Spiking Sequence Modeling for Handwritten Text Recognition
- NeurIPS 2026No Model Required: Text Entropy Rate Filtering Prevents Iterative Fine-Tuning Collapse
- NeurIPS 2026On Length Bias in EEG-to-Text Decoding
- NeurIPS 2026ORCA: Hunting Compositional Failures in Text-to-Image Diffusion
- NeurIPS 2026PATH: A Dual Perspective for High-quality Text-attributed Graph Learning
- NeurIPS 2026Permute-then-Adapt: Weak-to-Strong Contrastive Image--Text Adaptation
- NeurIPS 2026Pref-DetectGPT: Unveiling Machine-Generated Text via Preference-Aware Curvature Measurement
- NeurIPS 2026Pretraining Data Statistics Shape the Phases of Learning Entity Comparison in Language Models
- NeurIPS 2026Prior Text-Informed Gate Attention Framework for Multimodal Psychiatric Disorder Diagnosis
- NeurIPS 2026PRO: Enabling Precise and Robust Text Watermark for Open-Source LLMs
- NeurIPS 2026Real In, Real Out: What If We Only Use Real Data for Scene Text Editing?
- NeurIPS 2026Rep2Text: Decoding Full Text from a Single LLM Token Representation
- NeurIPS 2026Rethinking Contrastive Loss in CLIP Post-training: A Complementary Framework with Frozen Text Encoder
- NeurIPS 2026Rethinking Entropy Allocation in LLM-based ASR: Understanding the Dynamics between Speech Encoders and Large Language Models
- NeurIPS 2026RobustStress: Stress-Testing AI-Generated Text Detectors under Gradual Perturbations
- NeurIPS 2026Say the Same, Act Differently: Text-Orthogonal Action Subspaces in Reasoning Vision-Language-Action Models
- NeurIPS 2026Seeing but Not Detecting: Privacy-Preserving Scene Text Attack via Hybrid Adversarial Policy Learning
- NeurIPS 2026Seeing Speech: Learning Visible Articulatory Dynamics for Speech-Driven 3D Facial Animation
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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.