% Key papers for Training-free diffusion acceleration (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2023_on_21757, title = {{On Distillation of Guided Diffusion Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21256}, } @inproceedings{iclr2022_progressive_31312, title = {{Progressive Distillation for Fast Sampling of Diffusion Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6537}, } @inproceedings{cvpr2024_one_24360, title = {{One-step Diffusion with Distribution Matching Distillation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30815}, } @inproceedings{iclr2022_tackling_31136, title = {{Tackling the Generative Learning Trilemma with Denoising Diffusion GANs}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/7183}, } @inproceedings{cvpr2024_deepcache_23133, title = {{DeepCache: Accelerating Diffusion Models for Free}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29695}, } @inproceedings{cvpr2024_freeu_23511, title = {{FreeU: Free Lunch in Diffusion U-Net}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31136}, } @inproceedings{cvpr2023_wavelet_22557, title = {{Wavelet Diffusion Models Are Fast and Scalable Image Generators}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21200}, } @inproceedings{cvpr2024_analyzing_22766, title = {{Analyzing and Improving the Training Dynamics of Diffusion Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31235}, } @inproceedings{aaai2019_efficient_103542, title = {{Efficient Image Retrieval via Decoupling Diffusion into Online and Offline Processing}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4941}, } @inproceedings{cvpr2024_distrifusion_23239, title = {{DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30271}, } @inproceedings{cvpr2024_cache_22942, title = {{Cache Me if You Can: Accelerating Diffusion Models through Block Caching}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30741}, } @inproceedings{neurips2023_unipc_69117, title = {{UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70766}, } @inproceedings{neurips2023_patch_69167, title = {{Patch Diffusion: Faster and More Data-Efficient Training of Diffusion Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70717}, } @inproceedings{icml2023_consistency_41908, title = {{Consistency Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/24593}, } @inproceedings{neurips2023_structural_68802, title = {{Structural Pruning for Diffusion Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71049}, } @inproceedings{iclr2024_instaflow_33500, title = {{InstaFlow: One Step is Enough for High-Quality Diffusion-Based Text-to-Image Generation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19575}, } @inproceedings{cvpr2025_efficient_26093, title = {{Efficient Diffusion as Low Light Enhancer}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32673}, } @inproceedings{cvpr2025_q_27332, title = {{Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34979}, } @inproceedings{aaai2025_flash_9204, title = {{Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image Generation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33722}, } @inproceedings{cvpr2024_codi_22981, title = {{CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image Generation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29442}, } @inproceedings{cvpr2025_rad_27346, title = {{RAD: Region-Aware Diffusion Models for Image Inpainting}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33149}, } @inproceedings{cvpr2024_towards_25028, title = {{Towards Accurate Post-training Quantization for Diffusion Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29353}, } @inproceedings{aaai2024_multi_6682, title = {{Multi-Architecture Multi-Expert Diffusion Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29245}, } @inproceedings{aaai2025_training_11095, title = {{Training-Free and Hardware-Friendly Acceleration for Diffusion Models via Similarity-based Token Pruning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33071}, } @inproceedings{cvpr2024_improving_23782, title = {{Improving Training Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architecture}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30349}, } @inproceedings{cvpr2024_few_23469, title = {{Few-shot Learner Parameterization by Diffusion Time-steps}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31685}, } @inproceedings{cvpr2024_plug_24476, title = {{Plug-and-Play Diffusion Distillation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29783}, } @inproceedings{cvpr2024_tackling_24951, title = {{Tackling the Singularities at the Endpoints of Time Intervals in Diffusion Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31763}, } @inproceedings{cvpr2024_towards_25051, title = {{Towards More Accurate Diffusion Model Acceleration with A Timestep Tuner}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29381}, }