Text-to-Video papers, 2023–2026

Key findings

• Text-to-Video went from 170 papers in 2023 to 448 in 2026, roughly 2.6x in three years.
• CVPR publishes the most Text-to-Video work: 574 papers from 2023 to 2026, 48% of the four-venue total.
• The fastest-growing overlap is with Deep learning · generative models and autoencoders: papers tagged with both rose from 2 in 2023 to 26 in 2026.
• Among the 5 topics under Multimodal Generation, it ranks #1 by 2026 paper count; the fastest grower in the group, Storytelling Generation, is up 15x versus 2.6x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives
• ICML 2026DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
• ICLR 2026$PhyWorldBench$: A Comprehensive Evaluation of Physical Realism in Text-to-Video Models
• CVPR 20263D-Aware Implicit Motion Control for View-Adaptive Human Video Generation
• NeurIPS 2025Dynamic Shadow Unveils Invisible Semantics for Video Outpainting
• ICML 2025GRADEO: Towards Human-Like Evaluation for Text-to-Video Generation via Multi-Step Reasoning
• ICLR 20253DTrajMaster: Mastering 3D Trajectory for Multi-Entity Motion in Video Generation
• CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
• NeurIPS 2024ChronoMagic-Bench: A Benchmark for Metamorphic Evaluation of Text-to-Time-lapse Video Generation
• ICML 2024Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels
• ICLR 2024Provable Robust Watermarking for AI-Generated Text
• CVPR 2024Enhanced Motion-Text Alignment for Image-to-Video Transfer Learning
• NeurIPS 2023Any-to-Any Generation via Composable Diffusion
• ICML 2023Controlled Text Generation with Natural Language Instructions
• ICLR 2023CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers
• CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
• NeurIPS 2026Character Mixing for Video Generation
• ICML 2026Noisy-Channel Minimum Bayes Risk Decoding
• ICLR 2026Anchor Frame Bridging for Coherent First-Last Frame Video Generation
• CVPR 2026Building a Precise Video Language with Human-AI Oversight

All Text-to-Video papers

55 papers, page 1 of 2

1. ICML 2026$\text{DT}^\text{2}$: Decision-Targeted Digital Twins
2. ICML 2026A Very Big Video Reasoning Suite
3. ICML 2026AlignVid: Taming Visual Dominance via Training-Free Attention Modulation in Text-guided Image-to-Video Generation
4. ICML 2026AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
5. ICML 2026Beyond Detection: A Structure-Aware Framework for Scene Text Tracking
6. ICML 2026CameraNoise: Enabling Faithful Camera Control in Video Diffusion through Geometry-Flow-Guided Noise Warping
7. ICML 2026CamGeo: Sparse Camera-Conditioned Image-to-Video Generation with 3D Geometry Priors
8. ICML 2026Clarify Before You Draw: Proactive Agents for Robust Text-to-CAD Generation
9. ICML 2026CLEAR: Context-Aware Learning with End-to-End Mask-Free Inference for Adaptive Video Subtitle Removal
10. ICML 2026CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation
11. ICML 2026Context Forcing: Consistent Autoregressive Video Generation with Long Context
12. ICML 2026DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
13. ICML 2026DiasR: Dual-Modal Identity-Anchored Sparse Routing for Efficient Multi-Subject Video Generation
14. ICML 2026DynaMem: Consistent Long Video Generation via Hierarchical Memory and Motion Priors
15. ICML 2026Embedding Trust: Semantic Isotropy Predicts Nonfactuality in Long-Form Text Generation
16. ICML 2026GeoLoom: High-quality Geometric Diagram Generation from Textual Input
17. ICML 2026HECTOR: Hybrid Editable Compositional Object References for Video Generation
18. ICML 2026Infinite-World: Scaling Interactive World Models to 1000-Frame Horizons via Pose-Free Hierarchical Memory
19. ICML 2026iTryOn: Mastering Interactive Video Virtual Try-On with Spatial-Semantic Guidance
20. ICML 2026LayerT2V: A Unified Multi-Layer Video Generation Framework
21. ICML 2026Learning Stochastic Bridges for Video Object Removal via Video-to-Video Translation
22. ICML 2026LieWarper: Geometry-Aware Motion Transfer via Lie Algebra
23. ICML 2026LIVEditor-14B: Lightning Unified Video Editing via In-Context Sparse Attention
24. ICML 2026LoCoT2V-Bench: Benchmarking Long-Form and Complex Text-to-Video Generation
25. ICML 2026LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation
26. ICML 2026LUVE : Latent-Cascaded Ultra-High-Resolution Video Generation with Dual Frequency Experts
27. ICML 2026Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers
28. ICML 2026Motion Attribution for Video Generation
29. ICML 2026MoVie: Multimodal Video Compression with Text Guidance
30. ICML 2026Noisy-Channel Minimum Bayes Risk Decoding
31. ICML 2026Olaf-World: Orienting Latent Actions for Video World Modeling
32. ICML 2026PanoWorld-X: Generating Explorable Panoramic Worlds via Sphere-Aware Video Diffusion
33. ICML 2026Quant VideoGen: Auto-Regressive Long Video Generation via 2-Bit KV-Cache Quantization
34. ICML 2026ReaForest: Fostering Generative Video Reasoning for Spatial Planning
35. ICML 2026RelaxFlow: Text-Driven Amodal 3D Generation
36. ICML 2026Revisiting Uncertainty: On Evidential Learning for Partially Relevant Video Retrieval
37. ICML 2026Self-Refining Video Sampling
38. ICML 2026Smoothie: Smoothing Diffusion on Token Embeddings for Text Generation
39. ICML 2026SpatialJB: How Text Distribution Art Becomes The "Jailbreak Key" for LLM Guardrails
40. ICML 2026SpeedVFI: One-step Diffusion for Efficient Video Frame Interpolation
41. ICML 2026T2AV-Compass: Towards Unified Evaluation for Text-to-Audio-Video Generation
42. ICML 2026TD-VAD: Breaking Visual Dependence in Video Anomaly Detection with Text-Driven Learning
43. ICML 2026Temporal-aware Flow Matching for Video Generation with Temporally Coherent Motion
44. ICML 2026Text Has Curvature
45. ICML 2026TextME: Bridging Unseen Modalities Through Text Descriptions
46. ICML 2026TextMesh4D: Zero-shot Text-to-4D Mesh Generation
47. ICML 2026Transform Trained Transformer for Accelerating Native 4K Video Generation
48. ICML 2026Veda: Scalable Video Diffusion via Distilled Sparse Attention
49. ICML 2026VELR: Efficient Video Reward Feedback via Ensemble Latent Reward Models
50. ICML 2026VideoFlexTok: Flexible-Length Coarse-to-Fine Video Tokenization

FAQ

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

1,185 in total: 170 in 2023, 247 in 2024, 320 in 2025, 448 in 2026.

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

NeurIPS 2026 has 101 Text-to-Video papers, versus 91 the year before.

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

ICLR 2026 has 94 Text-to-Video papers, versus 59 the year before.

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

ICML 2026 has 55 Text-to-Video papers, versus 14 the year before.

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

CVPR 2026 has 198 Text-to-Video papers, versus 156 the year before.

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

CVPR, with 574 papers from 2023 to 2026.