Diffusion Models papers, 2023–2026
Diffusion, flow matching, and score-based generative modeling
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 6,900 papers are tagged with this topic.
Key findings
- Diffusion Models went from 660 papers in 2023 to 2,691 in 2026, roughly 4.1x in three years.
- NeurIPS publishes the most Diffusion Models work: 2,202 papers from 2023 to 2026, 32% of the four-venue total.
- The fastest-growing overlap is with Applications · chemistry physics and earth sciences: papers tagged with both rose from 14 in 2023 to 163 in 2026.
- Among the 11 topics under Deep Learning, it ranks #1 by 2026 paper count; the fastest grower in the group, Deep learning · foundation models, is up 2.5x versus 4.1x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 327 | 86 | 109 | 138 | 660 |
| 2024 | 520 | 260 | 195 | 496 | 1,471 |
| 2025 | 694 | 487 | 346 | 551 | 2,078 |
| 2026 | 661 | 694 | 728 | 608 | 2,691 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026$\mathbf{D^{3}S^{2}}$: Diffusion-Guided Dataset Distillation for Semantic Segmentation
- ICML 2026“Do Diffusion Models Dream of Electric Planes?” Discrete and Continuous Simulation-Based Inference for Aircraft Design
- ICLR 2026$\alpha$-DPO: Robust Preference Alignment for Diffusion Models via $\alpha$ Divergence
- CVPR 20262ndMatch Finetuning Pruned Diffusion Models via Second-Order Jacobian Matching
- NeurIPS 2025$\text{S}^2$Q-VDiT: Accurate Quantized Video Diffusion Transformer with Salient Data and Sparse Token Distillation
- ICML 2025A First-order Generative Bilevel Optimization Framework for Diffusion Models
- ICLR 2025$\text{I}^2\text{AM}$: Interpreting Image-to-Image Latent Diffusion Models via Bi-Attribution Maps
- CVPR 20253DEnhancer: Consistent Multi-View Diffusion for 3D Enhancement
- NeurIPS 2024$\text{Di}^2\text{Pose}$: Discrete Diffusion Model for Occluded 3D Human Pose Estimation
- ICML 2024A Dense Reward View on Aligning Text-to-Image Diffusion with Preference
- ICLR 2024$\infty$-Diff: Infinite Resolution Diffusion with Subsampled Mollified States
- CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
- NeurIPS 20233D molecule generation by denoising voxel grids
- ICML 2023A Critical Revisit of Adversarial Robustness in 3D Point Cloud Recognition with Diffusion-Driven Purification
- ICLR 2023(Certified!!) Adversarial Robustness for Free!
- CVPR 20233D Neural Field Generation Using Triplane Diffusion
- NeurIPS 2026$\text{PartConcepts}$: A Unified Mechanism for Fine-Grained Part Localization and Generation
- ICML 2026$\sigma$: Sigmoid Modulation for Ultra High Resolution Diffusion
- ICLR 2026$\textit{MADFormer}$: Mixed Autoregressive and Diffusion Transformers for Continuous Image Generation
- CVPR 20263D-LATTE Latent Space 3D Editing from Textual Instructions
All Diffusion Models papers
6,899 papers, page 100 of 138
- CVPR 2024Fixed Point Diffusion Models
- CVPR 2024FlashEval: Towards Fast and Accurate Evaluation of Text-to-image Diffusion Generative Models
- CVPR 2024FlowDiffuser: Advancing Optical Flow Estimation with Diffusion Models
- CVPR 2024FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis
- CVPR 2024Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection
- CVPR 2024Fourier Priors-Guided Diffusion for Zero-Shot Joint Low-Light Enhancement and Deblurring
- CVPR 2024FreeControl: Training-Free Spatial Control of Any Text-to-Image Diffusion Model with Any Condition
- CVPR 2024FreeU: Free Lunch in Diffusion U-Net
- CVPR 2024FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation
- CVPR 2024Functional Diffusion
- CVPR 2024G-HOP: Generative Hand-Object Prior for Interaction Reconstruction and Grasp Synthesis
- CVPR 2024GALA: Generating Animatable Layered Assets from a Single Scan
- CVPR 2024Gaussian Shading: Provable Performance-Lossless Image Watermarking for Diffusion Models
- CVPR 2024GaussianDreamer: Fast Generation from Text to 3D Gaussians by Bridging 2D and 3D Diffusion Models
- CVPR 2024GaussianEditor: Editing 3D Gaussians Delicately with Text Instructions
- CVPR 2024GaussianEditor: Swift and Controllable 3D Editing with Gaussian Splatting
- CVPR 2024GDA: Generalized Diffusion for Robust Test-time Adaptation
- CVPR 2024Generalized Predictive Model for Autonomous Driving
- CVPR 2024Generate Like Experts: Multi-Stage Font Generation by Incorporating Font Transfer Process into Diffusion Models
- CVPR 2024Generate Subgoal Images before Act: Unlocking the Chain-of-Thought Reasoning in Diffusion Model for Robot Manipulation with Multimodal Prompts
- CVPR 2024Generating Content for HDR Deghosting from Frequency View
- CVPR 2024Generating Enhanced Negatives for Training Language-Based Object Detectors
- CVPR 2024Generating Illustrated Instructions
- CVPR 2024Generative Image Dynamics
- CVPR 2024Generative Powers of Ten
- CVPR 2024Generative Proxemics: A Prior for 3D Social Interaction from Images
- CVPR 2024Generative Rendering: Controllable 4D-Guided Video Generation with 2D Diffusion Models
- CVPR 2024GenesisTex: Adapting Image Denoising Diffusion to Texture Space
- CVPR 2024GenTron: Diffusion Transformers for Image and Video Generation
- CVPR 2024Genuine Knowledge from Practice: Diffusion Test-Time Adaptation for Video Adverse Weather Removal
- CVPR 2024GLACE: Global Local Accelerated Coordinate Encoding
- CVPR 2024GPLD3D: Latent Diffusion of 3D Shape Generative Models by Enforcing Geometric and Physical Priors
- CVPR 2024GraphDreamer: Compositional 3D Scene Synthesis from Scene Graphs
- CVPR 2024Grid Diffusion Models for Text-to-Video Generation
- CVPR 2024Grounded Text-to-Image Synthesis with Attention Refocusing
- CVPR 2024Guess The Unseen: Dynamic 3D Scene Reconstruction from Partial 2D Glimpses
- CVPR 2024HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions
- CVPR 2024HandDiff: 3D Hand Pose Estimation with Diffusion on Image-Point Cloud
- CVPR 2024HanDiffuser: Text-to-Image Generation With Realistic Hand Appearances
- CVPR 2024HarmonyView: Harmonizing Consistency and Diversity in One-Image-to-3D
- CVPR 2024HHMR: Holistic Hand Mesh Recovery by Enhancing the Multimodal Controllability of Graph Diffusion Models
- CVPR 2024Hierarchical Patch Diffusion Models for High-Resolution Video Generation
- CVPR 2024Hierarchical Spatio-temporal Decoupling for Text-to-Video Generation
- CVPR 2024High-fidelity Person-centric Subject-to-Image Synthesis
- CVPR 2024HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion Models
- CVPR 2024HIVE: Harnessing Human Feedback for Instructional Visual Editing
- CVPR 2024HOIAnimator: Generating Text-prompt Human-object Animations using Novel Perceptive Diffusion Models
- CVPR 2024HOIDiffusion: Generating Realistic 3D Hand-Object Interaction Data
- CVPR 2024HumanNorm: Learning Normal Diffusion Model for High-quality and Realistic 3D Human Generation
- CVPR 2024HumanRef: Single Image to 3D Human Generation via Reference-Guided Diffusion
Ask about this trend from Claude or Cursor
Connect the Paperlist MCP and your assistant can pull the numbers on this page while you draft a survey, pick a direction or plan a submission: papers per year and venue, growth, the fastest-rising sub-themes and representative papers, shaped around your question.
Copy this prompt into your assistant
Use paperlist to show how Diffusion Models papers grew at NeurIPS from 2023 to 2026, and which year jumped the most.
Tool the assistant calls: get_topic_stats {"topic": "diffusion-models"}
Set up Paperlist MCP in two minutes (Claude Code, Cursor, Codex, ChatGPT)
FAQ
- How many Diffusion Models papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 6,900 in total: 660 in 2023, 1,471 in 2024, 2,078 in 2025, 2,691 in 2026.
- How many Diffusion Models papers are at NeurIPS 2026?
- NeurIPS 2026 has 661 Diffusion Models papers, versus 694 the year before.
- How many Diffusion Models papers are at ICLR 2026?
- ICLR 2026 has 694 Diffusion Models papers, versus 487 the year before.
- How many Diffusion Models papers are at ICML 2026?
- ICML 2026 has 728 Diffusion Models papers, versus 346 the year before.
- How many Diffusion Models papers are at CVPR 2026?
- CVPR 2026 has 608 Diffusion Models papers, versus 551 the year before.
- Which conference publishes the most Diffusion Models papers?
- NeurIPS, with 2,202 papers from 2023 to 2026.
More in Deep Learning
- Deep learning · generative models and autoencoders 4,314
- Deep learning · large language models 2,334
- Deep learning · self supervised learning 1,958
- Deep learning · graph neural networks 1,648
- Deep learning · optimization 953
- Deep learning · representation learning 802
- Deep learning · probabilistic methods 637
- Deep learning · foundation models 536
- Deep learning · causal inference 316
- Deep learning · transfer learning 197