Cover Image

One-Step Diffusion Distillation through Score Implicit Matching

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Luo, Weijian, Huang, Zemin, Geng, Zhengyang, Kolter, J. Zico, Qi, Guo-jun
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Flow Generator Matching
by: Huang, Zemin, et al.
Published: (2024)

One-Step Diffusion Distillation via Deep Equilibrium Models
by: Geng, Zhengyang, et al.
Published: (2023)

David and Goliath: Small One-step Model Beats Large Diffusion with Score Post-training
by: Luo, Weijian, et al.
Published: (2024)

Score identity Distillation: Exponentially Fast Distillation of Pretrained Diffusion Models for One-Step Generation
by: Zhou, Mingyuan, et al.
Published: (2024)

Mimetic Initialization of MLPs
by: Trockman, Asher, et al.
Published: (2026)

MoFlow: One-Step Flow Matching for Human Trajectory Forecasting via Implicit Maximum Likelihood Estimation based Distillation
by: Fu, Yuxiang, et al.
Published: (2025)

Denoising Score Distillation: From Noisy Diffusion Pretraining to One-Step High-Quality Generation
by: Chen, Tianyu, et al.
Published: (2025)

Mean Flows for One-step Generative Modeling
by: Geng, Zhengyang, et al.
Published: (2025)

Schedule On the Fly: Diffusion Time Prediction for Faster and Better Image Generation
by: Ye, Zilyu, et al.
Published: (2024)

Diff-Instruct++: Training One-step Text-to-image Generator Model to Align with Human Preferences
by: Luo, Weijian
Published: (2024)

Blind Inverse Problem Solving Made Easy by Text-to-Image Latent Diffusion
by: Dontas, Michail, et al.
Published: (2024)

Denoising Fisher Training For Neural Implicit Samplers
by: Luo, Weijian, et al.
Published: (2024)

High-Order Matching for One-Step Shortcut Diffusion Models
by: Chen, Bo, et al.
Published: (2025)

Consistency Models Made Easy
by: Geng, Zhengyang, et al.
Published: (2024)

Score Distillation of Flow Matching Models
by: Zhou, Mingyuan, et al.
Published: (2025)

Guided Score identity Distillation for Data-Free One-Step Text-to-Image Generation
by: Zhou, Mingyuan, et al.
Published: (2024)

Inference Optimal VLMs Need Fewer Visual Tokens and More Parameters
by: Li, Kevin Y., et al.
Published: (2024)

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL
by: Wu, Junyi, et al.
Published: (2026)

TDM-R1: Reinforcing Few-Step Diffusion Models with Non-Differentiable Reward
by: Luo, Yihong, et al.
Published: (2026)

Continuous-Time Distribution Matching for Few-Step Diffusion Distillation
by: Liu, Tao, et al.
Published: (2026)

SGMD: Score Gradient Matching Distillation for Few-Step Video Diffusion Distillation
by: Wu, Zhuguanyu, et al.
Published: (2026)

Diffusing Differentiable Representations
by: Savani, Yash, et al.
Published: (2024)

VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution
by: Zhu, Yixuan, et al.
Published: (2026)

DreamSampler: Unifying Diffusion Sampling and Score Distillation for Image Manipulation
by: Kim, Jeongsol, et al.
Published: (2024)

Improved Mean Flows: On the Challenges of Fastforward Generative Models
by: Geng, Zhengyang, et al.
Published: (2025)

Diffusion Adversarial Post-Training for One-Step Video Generation
by: Lin, Shanchuan, et al.
Published: (2025)

Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion Models
by: Lee, Jaa-Yeon, et al.
Published: (2026)

Multi-student Diffusion Distillation for Better One-step Generators
by: Song, Yanke, et al.
Published: (2024)

DASH: Dual-Branch Score Distillation for Guidance-Calibrated Compact Diffusion Models
by: Shafi, Abdullah Al, et al.
Published: (2026)

SnapFlow: One-Step Action Generation for Flow-Matching VLAs via Progressive Self-Distillation
by: Luan, Wuyang, et al.
Published: (2026)

One-step Diffusion Models with $f$-Divergence Distribution Matching
by: Xu, Yilun, et al.
Published: (2025)

One-step Diffusion Models with Bregman Density Ratio Matching
by: Zhu, Yuanzhi, et al.
Published: (2025)

One-Step is Enough: Sparse Autoencoders for Text-to-Image Diffusion Models
by: Surkov, Viacheslav, et al.
Published: (2024)

Reward Score Matching: Unifying Reward-based Fine-tuning for Flow and Diffusion Models
by: Lee, Jeongjae, et al.
Published: (2026)

Step-level Denoising-time Diffusion Alignment with Multiple Objectives
by: Zhang, Qi, et al.
Published: (2026)

Step-by-Step Diffusion: An Elementary Tutorial
by: Nakkiran, Preetum, et al.
Published: (2024)

Di$\mathtt{[M]}$O: Distilling Masked Diffusion Models into One-step Generator
by: Zhu, Yuanzhi, et al.
Published: (2025)

DART: Implicit Doppler Tomography for Radar Novel View Synthesis
by: Huang, Tianshu, et al.
Published: (2024)

Transition Matching Distillation for Fast Video Generation
by: Nie, Weili, et al.
Published: (2026)

Equilibrium Matching: Generative Modeling with Implicit Energy-Based Models
by: Wang, Runqian, et al.
Published: (2025)