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

621 papers, page 9 of 13

401. CVPR 2024TeMO: Towards Text-Driven 3D Stylization for Multi-Object Meshes
402. CVPR 2024Text Grouping Adapter: Adapting Pre-trained Text Detector for Layout Analysis
403. CVPR 2024Text-Driven Image Editing via Learnable Regions
404. CVPR 2024Text-Enhanced Data-free Approach for Federated Class-Incremental Learning
405. CVPR 2024Text-guided Explorable Image Super-resolution
406. CVPR 2024Text-to-3D using Gaussian Splatting
407. CVPR 2024Text-to-Image Diffusion Models are Great Sketch-Photo Matchmakers
408. CVPR 2024TokenCompose: Text-to-Image Diffusion with Token-level Supervision
409. CVPR 2024Towards Text-guided 3D Scene Composition
410. CVPR 2024UFineBench: Towards Text-based Person Retrieval with Ultra-fine Granularity
411. CVPR 2024WOUAF: Weight Modulation for User Attribution and Fingerprinting in Text-to-Image Diffusion Models
412. ICLR 2024An Efficient Membership Inference Attack for the Diffusion Model by Proximal Initialization
413. ICLR 2024Are Models Biased on Text without Gender-related Language?
414. ICLR 2024CLaM-TTS: Improving Neural Codec Language Model for Zero-Shot Text-to-Speech
415. ICLR 2024DIAGNOSIS: Detecting Unauthorized Data Usages in Text-to-image Diffusion Models
416. ICLR 2024DiffAR: Denoising Diffusion Autoregressive Model for Raw Speech Waveform Generation
417. ICLR 2024Exposing Text-Image Inconsistency Using Diffusion Models
418. ICLR 2024Generative Pre-training for Speech with Flow Matching
419. ICLR 2024Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning
420. ICLR 2024Interpreting CLIP's Image Representation via Text-Based Decomposition
421. ICLR 2024LipVoicer: Generating Speech from Silent Videos Guided by Lip Reading
422. ICLR 2024Mega-TTS 2: Boosting Prompting Mechanisms for Zero-Shot Speech Synthesis
423. ICLR 2024NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers
424. ICLR 2024Out-of-Distribution Detection by Leveraging Between-Layer Transformation Smoothness
425. ICLR 2024PolyVoice: Language Models for Speech to Speech Translation
426. ICLR 2024PromptTTS 2: Describing and Generating Voices with Text Prompt
427. ICLR 2024Provable Robust Watermarking for AI-Generated Text
428. ICLR 2024Self-Supervised Speech Quality Estimation and Enhancement Using Only Clean Speech
429. ICLR 2024SpeechTokenizer: Unified Speech Tokenizer for Speech Language Models
430. ICLR 2024Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM
431. ICLR 2024SweetDreamer: Aligning Geometric Priors in 2D diffusion for Consistent Text-to-3D
432. ICLR 2024TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series
433. ICLR 2024Text-to-3D with Classifier Score Distillation
434. ICLR 2024TOSS: High-quality Text-guided Novel View Synthesis from a Single Image
435. ICLR 2024Towards 3D Molecule-Text Interpretation in Language Models
436. ICLR 2024Würstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models
437. ICLR 2024Zipformer: A faster and better encoder for automatic speech recognition
438. ICML 2024A Dense Reward View on Aligning Text-to-Image Diffusion with Preference
439. ICML 2024Adaptive Text Watermark for Large Language Models
440. ICML 2024ConTextual: Evaluating Context-Sensitive Text-Rich Visual Reasoning in Large Multimodal Models
441. ICML 2024Differentially Private Synthetic Data via Foundation Model APIs 2: Text
442. ICML 2024ELF: Encoding Speaker-Specific Latent Speech Feature for Speech Synthesis
443. ICML 2024InstructSpeech: Following Speech Editing Instructions via Large Language Models
444. ICML 2024Learning High-Frequency Functions Made Easy with Sinusoidal Positional Encoding
445. ICML 2024Matroid Semi-Bandits in Sublinear Time
446. ICML 2024Neural Image Compression with Text-guided Encoding for both Pixel-level and Perceptual Fidelity
447. ICML 2024No Free Prune: Information-Theoretic Barriers to Pruning at Initialization
448. ICML 2024Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators
449. ICML 2024Open-Domain Text Evaluation via Contrastive Distribution Methods
450. ICML 2024Position: On the Possibilities of AI-Generated Text Detection

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.