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

170 papers, page 2 of 4

51. CVPR 2023Procedure-Aware Pretraining for Instructional Video Understanding
52. CVPR 2023ProTeGe: Untrimmed Pretraining for Video Temporal Grounding by Video Temporal Grounding
53. CVPR 2023Range-Nullspace Video Frame Interpolation With Focalized Motion Estimation
54. CVPR 2023ReCo: Region-Controlled Text-to-Image Generation
55. CVPR 2023Reconstructing Signing Avatars From Video Using Linguistic Priors
56. CVPR 2023Recurrence Without Recurrence: Stable Video Landmark Detection With Deep Equilibrium Models
57. CVPR 2023Shape-Aware Text-Driven Layered Video Editing
58. CVPR 2023Shifted Diffusion for Text-to-Image Generation
59. CVPR 2023Streaming Video Model
60. CVPR 2023SViTT: Temporal Learning of Sparse Video-Text Transformers
61. CVPR 2023TAPS3D: Text-Guided 3D Textured Shape Generation From Pseudo Supervision
62. CVPR 2023Tell Me What Happened: Unifying Text-Guided Video Completion via Multimodal Masked Video Generation
63. CVPR 2023Test of Time: Instilling Video-Language Models With a Sense of Time
64. CVPR 2023Text With Knowledge Graph Augmented Transformer for Video Captioning
65. CVPR 2023Text-Visual Prompting for Efficient 2D Temporal Video Grounding
66. CVPR 2023Text2Scene: Text-Driven Indoor Scene Stylization With Part-Aware Details
67. CVPR 2023Towards Fast Adaptation of Pretrained Contrastive Models for Multi-Channel Video-Language Retrieval
68. CVPR 2023Towards Generalisable Video Moment Retrieval: Visual-Dynamic Injection to Image-Text Pre-Training
69. CVPR 2023Towards Unified Scene Text Spotting Based on Sequence Generation
70. CVPR 2023Turning a CLIP Model Into a Scene Text Detector
71. CVPR 2023Use Your Head: Improving Long-Tail Video Recognition
72. CVPR 2023Variational Distribution Learning for Unsupervised Text-to-Image Generation
73. CVPR 2023Video Compression With Entropy-Constrained Neural Representations
74. CVPR 2023Video Probabilistic Diffusion Models in Projected Latent Space
75. CVPR 2023Video-Text As Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning
76. CVPR 2023VideoFusion: Decomposed Diffusion Models for High-Quality Video Generation
77. CVPR 2023VideoTrack: Learning To Track Objects via Video Transformer
78. CVPR 2023Vita-CLIP: Video and Text Adaptive CLIP via Multimodal Prompting
79. CVPR 2023VoP: Text-Video Co-Operative Prompt Tuning for Cross-Modal Retrieval
80. CVPR 2023Weakly Supervised Video Representation Learning With Unaligned Text for Sequential Videos
81. ICLR 2023A Control-Centric Benchmark for Video Prediction
82. ICLR 2023An Equal-Size Hard EM Algorithm for Diverse Dialogue Generation
83. ICLR 2023An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion
84. ICLR 2023Calibrating Sequence likelihood Improves Conditional Language Generation
85. ICLR 2023CLIP-ViP: Adapting Pre-trained Image-Text Model to Video-Language Alignment
86. ICLR 2023CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers
87. ICLR 2023Copy is All You Need
88. ICLR 2023DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only Training
89. ICLR 2023DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models
90. ICLR 2023ISS: Image as Stepping Stone for Text-Guided 3D Shape Generation
91. ICLR 2023Make-A-Video: Text-to-Video Generation without Text-Video Data
92. ICLR 2023Phenaki: Variable Length Video Generation from Open Domain Textual Descriptions
93. ICLR 2023PINTO: Faithful Language Reasoning Using Prompt-Generated Rationales
94. ICLR 2023PV3D: A 3D Generative Model for Portrait Video Generation
95. ICLR 2023SMART: Sentences as Basic Units for Text Evaluation
96. ICLR 2023Spiking Convolutional Neural Networks for Text Classification
97. ICLR 2023Tailoring Language Generation Models under Total Variation Distance
98. ICLR 2023Text Summarization with Oracle Expectation
99. ICLR 2023TextShield: Beyond Successfully Detecting Adversarial Sentences in text classification
100. ICLR 2023Towards Smooth Video Composition

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.