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

299 papers, page 3 of 6

101. NeurIPS 2026When Language Overrules: Revealing Text Dominance in Multimodal Large Language Models
102. NeurIPS 2025$\text{S}^2$Q-VDiT: Accurate Quantized Video Diffusion Transformer with Salient Data and Sparse Token Distillation
103. NeurIPS 2025Advanced Sign Language Video Generation with Compressed and Quantized Multi-Condition Tokenization
104. NeurIPS 2025Aligning What Matters: Masked Latent Adaptation for Text-to-Audio-Video Generation
105. NeurIPS 2025Asymmetric Dual-Lens Video Deblurring
106. NeurIPS 2025Autoregressive Adversarial Post-Training for Real-Time Interactive Video Generation
107. NeurIPS 2025CSGO: Content-Style Composition in Text-to-Image Generation
108. NeurIPS 2025Cypher-RI: Reinforcement Learning for Integrating Schema Selection into Cypher Generation
109. NeurIPS 2025DenseDPO: Fine-Grained Temporal Preference Optimization for Video Diffusion Models
110. NeurIPS 2025Diffusion Adaptive Text Embedding for Text-to-Image Diffusion Models
111. NeurIPS 2025Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesis
112. NeurIPS 2025DisMo: Disentangled Motion Representations for Open-World Motion Transfer
113. NeurIPS 2025DNA-DetectLLM: Unveiling AI-Generated Text via a DNA-Inspired Mutation-Repair Paradigm
114. NeurIPS 2025Don’t Let It Fade: Preserving Edits in Diffusion Language Models via Token Timestep Allocation
115. NeurIPS 2025Dynamic Shadow Unveils Invisible Semantics for Video Outpainting
116. NeurIPS 2025EchoShot: Multi-Shot Portrait Video Generation
117. NeurIPS 2025Emergent Temporal Correspondences from Video Diffusion Transformers
118. NeurIPS 2025Enhancing Text-to-Image Diffusion Transformer via Split-Text Conditioning
119. NeurIPS 2025Faster Video Diffusion with Trainable Sparse Attention
120. NeurIPS 2025FlowMo: Variance-Based Flow Guidance for Coherent Motion in Video Generation
121. NeurIPS 2025Foresight: Adaptive Layer Reuse for Accelerated and High-Quality Text-to-Video Generation
122. NeurIPS 2025Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
123. NeurIPS 2025Frame In-N-Out: Unbounded Controllable Image-to-Video Generation
124. NeurIPS 2025From Play to Replay: Composed Video Retrieval for Temporally Fine-Grained Videos
125. NeurIPS 2025Generative Pre-trained Autoregressive Diffusion Transformer
126. NeurIPS 2025GeoVideo: Introducing Geometric Regularization into Video Generation Model
127. NeurIPS 2025HairFree: Compositional 2D Head Prior for Text-Driven 360° Bald Texture Synthesis
128. NeurIPS 2025Hawk: Leveraging Spatial Context for Faster Autoregressive Text-to-Image Generation
129. NeurIPS 2025Hierarchical Fine-grained Preference Optimization for Physically Plausible Video Generation
130. NeurIPS 2025HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance
131. NeurIPS 2025IllumiCraft: Unified Geometry and Illumination Diffusion for Controllable Video Generation
132. NeurIPS 2025Imagine360: Immersive 360 Video Generation from Perspective Anchor
133. NeurIPS 2025Improving Progressive Generation with Decomposable Flow Matching
134. NeurIPS 2025Inference-Time Text-to-Video Alignment with Diffusion Latent Beam Search
135. NeurIPS 2025InfinityStar: Unified Spacetime AutoRegressive Modeling for Visual Generation
136. NeurIPS 2025LeMiCa: Lexicographic Minimax Path Caching for Efficient Diffusion-Based Video Generation
137. NeurIPS 2025MagCache: Fast Video Generation with Magnitude-Aware Cache
138. NeurIPS 2025MiniMax-Remover: Taming Bad Noise Helps Video Object Removal
139. NeurIPS 2025Mitigating Semantic Collapse in Partially Relevant Video Retrieval
140. NeurIPS 2025Mixture of Inputs: Text Generation Beyond Discrete Token Sampling
141. NeurIPS 2025MJ-Video: Benchmarking and Rewarding Video Generation with Fine-Grained Video Preference
142. NeurIPS 2025MoCha: Towards Movie-Grade Talking Character Generation
143. NeurIPS 2025Neural B-frame Video Compression with Bi-directional Reference Harmonization
144. NeurIPS 2025OmniTalker: One-shot Real-time Text-Driven Talking Audio-Video Generation With Multimodal Style Mimicking
145. NeurIPS 2025OmniVCus: Feedforward Subject-driven Video Customization with Multimodal Control Conditions
146. NeurIPS 2025OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation
147. NeurIPS 2025ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation
148. NeurIPS 2025OSTAR: Optimized Statistical Text-classifier with Adversarial Resistance
149. NeurIPS 2025PanoWan: Lifting Diffusion Video Generation Models to 360$^\circ$ with Latitude/Longitude-aware Mechanisms
150. NeurIPS 2025Parameterized Synthetic Text Generation with SimpleStories

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.