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 99 of 138
- CVPR 2024DiG-IN: Diffusion Guidance for Investigating Networks - Uncovering Classifier Differences Neuron Visualisations and Visual Counterfactual Explanations
- CVPR 2024DIRECT-3D: Learning Direct Text-to-3D Generation on Massive Noisy 3D Data
- CVPR 2024Direct2.5: Diverse Text-to-3D Generation via Multi-view 2.5D Diffusion
- CVPR 2024DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRF
- CVPR 2024Distilled Datamodel with Reverse Gradient Matching
- CVPR 2024Distilling ODE Solvers of Diffusion Models into Smaller Steps
- CVPR 2024Distraction is All You Need: Memory-Efficient Image Immunization against Diffusion-Based Image Editing
- CVPR 2024DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models
- CVPR 2024Don't Drop Your Samples! Coherence-Aware Training Benefits Conditional Diffusion
- CVPR 2024DPHMs: Diffusion Parametric Head Models for Depth-based Tracking
- CVPR 2024DPMesh: Exploiting Diffusion Prior for Occluded Human Mesh Recovery
- CVPR 2024Drag Your Noise: Interactive Point-based Editing via Diffusion Semantic Propagation
- CVPR 2024DragDiffusion: Harnessing Diffusion Models for Interactive Point-based Image Editing
- CVPR 2024Draw Step by Step: Reconstructing CAD Construction Sequences from Point Clouds via Multimodal Diffusion.
- CVPR 2024DREAM: Diffusion Rectification and Estimation-Adaptive Models
- CVPR 2024DreamAvatar: Text-and-Shape Guided 3D Human Avatar Generation via Diffusion Models
- CVPR 2024DreamComposer: Controllable 3D Object Generation via Multi-View Conditions
- CVPR 2024DreamControl: Control-Based Text-to-3D Generation with 3D Self-Prior
- CVPR 2024DreamMatcher: Appearance Matching Self-Attention for Semantically-Consistent Text-to-Image Personalization
- CVPR 2024DreamPropeller: Supercharge Text-to-3D Generation with Parallel Sampling
- CVPR 2024DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation
- CVPR 2024DreamVideo: Composing Your Dream Videos with Customized Subject and Motion
- CVPR 2024Dynamic Prompt Optimizing for Text-to-Image Generation
- CVPR 2024Dysen-VDM: Empowering Dynamics-aware Text-to-Video Diffusion with LLMs
- CVPR 2024EasyDrag: Efficient Point-based Manipulation on Diffusion Models
- CVPR 2024ECLIPSE: A Resource-Efficient Text-to-Image Prior for Image Generations
- CVPR 2024ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation
- CVPR 2024Efficient Dataset Distillation via Minimax Diffusion
- CVPR 2024Efficient Deformable ConvNets: Rethinking Dynamic and Sparse Operator for Vision Applications
- CVPR 2024EfficientDreamer: High-Fidelity and Robust 3D Creation via Orthogonal-view Diffusion Priors
- CVPR 2024Egocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion Refinement
- CVPR 2024ElasticDiffusion: Training-free Arbitrary Size Image Generation through Global-Local Content Separation
- CVPR 2024EmoGen: Emotional Image Content Generation with Text-to-Image Diffusion Models
- CVPR 2024Emotional Speech-driven 3D Body Animation via Disentangled Latent Diffusion
- CVPR 2024Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model
- CVPR 2024Enhancing 3D Fidelity of Text-to-3D using Cross-View Correspondences
- CVPR 2024EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusion
- CVPR 2024EscherNet: A Generative Model for Scalable View Synthesis
- CVPR 2024Exploiting Diffusion Prior for Generalizable Dense Prediction
- CVPR 2024ExtDM: Distribution Extrapolation Diffusion Model for Video Prediction
- CVPR 2024ExtraNeRF: Visibility-Aware View Extrapolation of Neural Radiance Fields with Diffusion Models
- CVPR 2024Face2Diffusion for Fast and Editable Face Personalization
- CVPR 2024FaceChain-ImagineID: Freely Crafting High-Fidelity Diverse Talking Faces from Disentangled Audio
- CVPR 2024Faces that Speak: Jointly Synthesising Talking Face and Speech from Text
- CVPR 2024FaceTalk: Audio-Driven Motion Diffusion for Neural Parametric Head Models
- CVPR 2024Fairy: Fast Parallelized Instruction-Guided Video-to-Video Synthesis
- CVPR 2024FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion
- CVPR 2024Fast ODE-based Sampling for Diffusion Models in Around 5 Steps
- CVPR 2024Few-shot Learner Parameterization by Diffusion Time-steps
- CVPR 2024FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models
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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.
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- 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