Diffusion Models papers, 2023–2026

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.

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

1,527 papers, page 19 of 31

901. ICLR 2025Global Well-posedness and Convergence Analysis of Score-based Generative Models via Sharp Lipschitz Estimates
902. ICLR 2025GoodDrag: Towards Good Practices for Drag Editing with Diffusion Models
903. ICLR 2025Gradient-Free Generation for Hard-Constrained Systems
904. ICLR 2025GravMAD: Grounded Spatial Value Maps Guided Action Diffusion for Generalized 3D Manipulation
905. ICLR 2025Growth Inhibitors for Suppressing Inappropriate Image Concepts in Diffusion Models
906. ICLR 2025Guided Score identity Distillation for Data-Free One-Step Text-to-Image Generation
907. ICLR 2025HART: Efficient Visual Generation with Hybrid Autoregressive Transformer
908. ICLR 2025HD-Painter: High-Resolution and Prompt-Faithful Text-Guided Image Inpainting with Diffusion Models
909. ICLR 2025Heavy-Tailed Diffusion Models
910. ICLR 2025Heavy-Tailed Diffusion with Denoising Levy Probabilistic Models
911. ICLR 2025HERO: Human-Feedback Efficient Reinforcement Learning for Online Diffusion Model Finetuning
912. ICLR 2025Hidden in the Noise: Two-Stage Robust Watermarking for Images
913. ICLR 2025High-Precision Dichotomous Image Segmentation via Probing Diffusion Capacity
914. ICLR 2025High-quality Text-to-3D Character Generation with SparseCubes and Sparse Transformers.
915. ICLR 2025How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework
916. ICLR 2025How Much is a Noisy Image Worth? Data Scaling Laws for Ambient Diffusion.
917. ICLR 2025Hummingbird: High Fidelity Image Generation via Multimodal Context Alignment
918. ICLR 2025Hybrid Regularization Improves Diffusion-based Inverse Problem Solving
919. ICLR 2025IDArb: Intrinsic Decomposition for Arbitrary Number of Input Views and Illuminations
920. ICLR 2025Image Watermarks are Removable using Controllable Regeneration from Clean Noise
921. ICLR 2025Image-level Memorization Detection via Inversion-based Inference Perturbation
922. ICLR 2025ImageFolder: Autoregressive Image Generation with Folded Tokens
923. ICLR 2025Implicit Search via Discrete Diffusion: A Study on Chess
924. ICLR 2025Improved Convergence Rate for Diffusion Probabilistic Models
925. ICLR 2025Improved Diffusion-based Generative Model with Better Adversarial Robustness
926. ICLR 2025Improved Sampling Algorithms for Lévy-Itô Diffusion Models
927. ICLR 2025Improved Sampling Of Diffusion Models In Fluid Dynamics With Tweedie's Formula
928. ICLR 2025Improved Training Technique for Latent Consistency Models
929. ICLR 2025Improving Equivariant Networks with Probabilistic Symmetry Breaking
930. ICLR 2025Improving Long-Text Alignment for Text-to-Image Diffusion Models
931. ICLR 2025Improving Probabilistic Diffusion Models With Optimal Diagonal Covariance Matching
932. ICLR 2025InCoDe: Interpretable Compressed Descriptions For Image Generation
933. ICLR 2025Incorporating Visual Correspondence into Diffusion Model for Virtual Try-On
934. ICLR 2025Infinite-Resolution Integral Noise Warping for Diffusion Models
935. ICLR 2025Influence Functions for Scalable Data Attribution in Diffusion Models
936. ICLR 2025Influence-Guided Diffusion for Dataset Distillation
937. ICLR 2025Information Theoretic Text-to-Image Alignment
938. ICLR 2025Instant Policy: In-Context Imitation Learning via Graph Diffusion
939. ICLR 2025InstantPortrait: One-Step Portrait Editing via Diffusion Multi-Objective Distillation
940. ICLR 2025InstaRevive: One-Step Image Enhancement via Dynamic Score Matching
941. ICLR 2025Integrating Protein Dynamics into Structure-Based Drug Design via Full-Atom Stochastic Flows
942. ICLR 2025InterMask: 3D Human Interaction Generation via Collaborative Masked Modeling
943. ICLR 2025InverseBench: Benchmarking Plug-and-Play Diffusion Priors for Inverse Problems in Physical Sciences
944. ICLR 2025IPDreamer: Appearance-Controllable 3D Object Generation with Complex Image Prompts
945. ICLR 2025IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation
946. ICLR 2025IV-mixed Sampler: Leveraging Image Diffusion Models for Enhanced Video Synthesis
947. ICLR 2025Jump Your Steps: Optimizing Sampling Schedule of Discrete Diffusion Models
948. ICLR 2025LaGeM: A Large Geometry Model for 3D Representation Learning and Diffusion
949. ICLR 2025LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding
950. ICLR 2025Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data

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.