Methods › Natural Language Processing › Language Models › Diffusion
Diffusion
Introduced by Jonathan Ho et al. in Denoising Diffusion Probabilistic Models
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Diffusion models generate samples by gradually removing noise from a signal, and their training objective can be expressed as a reweighted variational lower-bound (https://arxiv.org/abs/2006.11239).
Papers archive 2025-07-28
30 shown of 13,848, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Similarity-Guided Diffusion for Contrastive Sequential Recommendation 16 Jul 2025 · 0 repositories · arXiv:2507.11866
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AirLLM: Diffusion Policy-based Adaptive LoRA for Remote Fine-Tuning of LLM over the Air 15 Jul 2025 · 0 repositories · arXiv:2507.11515
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CATVis: Context-Aware Thought Visualization 15 Jul 2025 · 0 repositories · arXiv:2507.11522
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Diffusion Decoding for Peptide De Novo Sequencing 15 Jul 2025 · 0 repositories · arXiv:2507.10955
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Exploring the robustness of TractOracle methods in RL-based tractography 15 Jul 2025 · 1 repository · arXiv:2507.11486
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HUG-VAS: A Hierarchical NURBS-Based Generative Model for Aortic Geometry Synthesis and Controllable Editing 15 Jul 2025 · 0 repositories · arXiv:2507.11474
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Implementing Adaptations for Vision AutoRegressive Model 15 Jul 2025 · 1 repository · arXiv:2507.11441Syntology ran 0 of 8 samples · 8 unverified · 8 pointer-only (licence)
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Latent Space Consistency for Sparse-View CT Reconstruction 15 Jul 2025 · 0 repositories · arXiv:2507.11152
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When and Where do Data Poisons Attack Textual Inversion? 11 Jul 2025 · 0 repositories · arXiv:2507.10578
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A Survey on Latent Reasoning 8 Jul 2025 · 1 repository · arXiv:2507.06203
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ADMC: Attention-based Diffusion Model for Missing Modalities Feature Completion 8 Jul 2025 · 0 repositories · arXiv:2507.05624
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Advancing Offline Handwritten Text Recognition: A Systematic Review of Data Augmentation and Generation Techniques 8 Jul 2025 · 0 repositories · arXiv:2507.06275
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CultureCLIP: Empowering CLIP with Cultural Awareness through Synthetic Images and Contextualized Captions 8 Jul 2025 · 1 repository · arXiv:2507.06210Syntology ran 0 of 11 samples · 11 unverified · 11 pointer-only (licence)
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Diffusion Dataset Condensation: Training Your Diffusion Model Faster with Less Data 8 Jul 2025 · 0 repositories · arXiv:2507.05914
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DreamArt: Generating Interactable Articulated Objects from a Single Image 8 Jul 2025 · 0 repositories · arXiv:2507.05763
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Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport 8 Jul 2025 · 1 repository · arXiv:2507.06062
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LiON-LoRA: Rethinking LoRA Fusion to Unify Controllable Spatial and Temporal Generation for Video Diffusion 8 Jul 2025 · 0 repositories · arXiv:2507.05678
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Modern Methods in Associative Memory 8 Jul 2025 · 2 repositories · arXiv:2507.06211Syntology ran 0 of 6 samples · 6 unverified
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Normalizing Diffusion Kernels with Optimal Transport 8 Jul 2025 · 0 repositories · arXiv:2507.06161Syntology ran 0 of 26 samples · 26 unverified
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Omni-Video: Democratizing Unified Video Understanding and Generation 8 Jul 2025 · 1 repository · arXiv:2507.06119Syntology ran 3 of 18 samples · 15 unverified · 18 pointer-only (licence)
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Prompt-Free Conditional Diffusion for Multi-object Image Augmentation 8 Jul 2025 · 1 repository · arXiv:2507.06146
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ScoreAdv: Score-based Targeted Generation of Natural Adversarial Examples via Diffusion Models 8 Jul 2025 · 1 repository · arXiv:2507.06078
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Semi-Supervised Defect Detection via Conditional Diffusion and CLIP-Guided Noise Filtering 8 Jul 2025 · 1 repository · arXiv:2507.05588
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SPADE: Spatial-Aware Denoising Network for Open-vocabulary Panoptic Scene Graph Generation with Long- and Local-range Context Reasoning 8 Jul 2025 · 0 repositories · arXiv:2507.05798
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T-LoRA: Single Image Diffusion Model Customization Without Overfitting 8 Jul 2025 · 1 repository · arXiv:2507.05964Syntology ran 0 of 14 samples · 14 unverified
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TextPixs: Glyph-Conditioned Diffusion with Character-Aware Attention and OCR-Guided Supervision 8 Jul 2025 · 0 repositories · arXiv:2507.06033
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Tora2: Motion and Appearance Customized Diffusion Transformer for Multi-Entity Video Generation 8 Jul 2025 · 0 repositories · arXiv:2507.05963
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Towards Solar Altitude Guided Scene Illumination 8 Jul 2025 · 0 repositories · arXiv:2507.05812
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Unconditional Diffusion for Generative Sequential Recommendation 8 Jul 2025 · 0 repositories · arXiv:2507.06121
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AI-Driven Cytomorphology Image Synthesis for Medical Diagnostics 7 Jul 2025 · 1 repository · arXiv:2507.05063
Tasks archive 2025-07-28
20 shown of 1,474 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Image Generation | 2,525 |
| Denoising | 2,447 |
| Video Generation | 666 |
| Diversity | 549 |
| Text-to-Image Generation | 543 |
| Text to Image Generation | 485 |
| Super-Resolution | 399 |
| Object | 345 |
| model | 333 |
| Data Augmentation | 326 |
| Semantic Segmentation | 318 |
| Language Modelling | 313 |
| Decoder | 310 |
| Segmentation | 283 |
| 3D Generation | 263 |
| Language Modeling | 235 |
| Attribute | 222 |
| GPU | 203 |
| Image Restoration | 201 |
| Text to 3D | 197 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections