Which Layer Causes Distribution Deviation? Entropy-Guided Adaptive Pruning for Diffusion and Flow Models
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Changlin, Zhang, Jiawei, Shi, Zeyi, Yang, Zongxin, Li, Zhihui, Chang, Xiaojun |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Efficient Training for Human Video Generation with Entropy-Guided Prioritized Progressive Learning
by: Li, Changlin, et al.
Published: (2025)
by: Li, Changlin, et al.
Published: (2025)
Efficient Training of Large Vision Models via Advanced Automated Progressive Learning
by: Li, Changlin, et al.
Published: (2024)
by: Li, Changlin, et al.
Published: (2024)
Progressive Online Video Understanding with Evidence-Aligned Timing and Transparent Decisions
by: Zhang, Kecheng, et al.
Published: (2026)
by: Zhang, Kecheng, et al.
Published: (2026)
CoNav: Collaborative Cross-Modal Reasoning for Embodied Navigation
by: Hao, Haihong, et al.
Published: (2025)
by: Hao, Haihong, et al.
Published: (2025)
EntropyPrune: Matrix Entropy Guided Visual Token Pruning for Multimodal Large Language Models
by: Wang, Yahong, et al.
Published: (2026)
by: Wang, Yahong, et al.
Published: (2026)
Origin Identification for Text-Guided Image-to-Image Diffusion Models
by: Wang, Wenhao, et al.
Published: (2025)
by: Wang, Wenhao, et al.
Published: (2025)
LatentPilot: Scene-Aware Vision-and-Language Navigation by Dreaming Ahead with Latent Visual Reasoning
by: Hao, Haihong, et al.
Published: (2026)
by: Hao, Haihong, et al.
Published: (2026)
Controllable 3D Face Generation with Conditional Style Code Diffusion
by: Shen, Xiaolong, et al.
Published: (2023)
by: Shen, Xiaolong, et al.
Published: (2023)
Pruning for Robust Concept Erasing in Diffusion Models
by: Yang, Tianyun, et al.
Published: (2024)
by: Yang, Tianyun, et al.
Published: (2024)
LAPTOP-Diff: Layer Pruning and Normalized Distillation for Compressing Diffusion Models
by: Zhang, Dingkun, et al.
Published: (2024)
by: Zhang, Dingkun, et al.
Published: (2024)
CLASP: Class-Adaptive Layer Fusion and Dual-Stage Pruning for Multimodal Large Language Models
by: Dang, Yunkai, et al.
Published: (2026)
by: Dang, Yunkai, et al.
Published: (2026)
AEGPO: Adaptive Entropy-Guided Policy Optimization for Diffusion Models
by: Li, Yuming, et al.
Published: (2026)
by: Li, Yuming, et al.
Published: (2026)
Token Painter: Training-Free Text-Guided Image Inpainting via Mask Autoregressive Models
by: Jiang, Longtao, et al.
Published: (2025)
by: Jiang, Longtao, et al.
Published: (2025)
BideDPO: Conditional Image Generation with Simultaneous Text and Condition Alignment
by: Zhou, Dewei, et al.
Published: (2025)
by: Zhou, Dewei, et al.
Published: (2025)
Beyond Dense Futures: World Models as Structured Planners for Robotic Manipulation
by: Jin, Minghao, et al.
Published: (2026)
by: Jin, Minghao, et al.
Published: (2026)
DreamRenderer: Taming Multi-Instance Attribute Control in Large-Scale Text-to-Image Models
by: Zhou, Dewei, et al.
Published: (2025)
by: Zhou, Dewei, et al.
Published: (2025)
Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual Guided Subspace Diffusion Model
by: Zhu, Jian, et al.
Published: (2025)
by: Zhu, Jian, et al.
Published: (2025)
LayerDiffusion: Layered Controlled Image Editing with Diffusion Models
by: Li, Pengzhi, et al.
Published: (2023)
by: Li, Pengzhi, et al.
Published: (2023)
Pluggable Pruning with Contiguous Layer Distillation for Diffusion Transformers
by: Ma, Jian, et al.
Published: (2025)
by: Ma, Jian, et al.
Published: (2025)
GD^2-NeRF: Generative Detail Compensation via GAN and Diffusion for One-shot Generalizable Neural Radiance Fields
by: Pan, Xiao, et al.
Published: (2024)
by: Pan, Xiao, et al.
Published: (2024)
GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
by: Liu, Ruiheng, et al.
Published: (2026)
by: Liu, Ruiheng, et al.
Published: (2026)
Topology-Aware Layer Pruning for Large Vision-Language Models
by: Zheng, Pengcheng, et al.
Published: (2026)
by: Zheng, Pengcheng, et al.
Published: (2026)
DiffuTraj: A Stochastic Vessel Trajectory Prediction Approach via Guided Diffusion Process
by: Li, Changlin, et al.
Published: (2024)
by: Li, Changlin, et al.
Published: (2024)
RefineAnything: Multimodal Region-Specific Refinement for Perfect Local Details
by: Zhou, Dewei, et al.
Published: (2026)
by: Zhou, Dewei, et al.
Published: (2026)
SGLP: A Similarity Guided Fast Layer Partition Pruning for Compressing Large Deep Models
by: Li, Yuqi, et al.
Published: (2024)
by: Li, Yuqi, et al.
Published: (2024)
DistGrid: Scalable Scene Reconstruction with Distributed Multi-resolution Hash Grid
by: Liu, Sidun, et al.
Published: (2024)
by: Liu, Sidun, et al.
Published: (2024)
FGP: Feature-Gradient-Prune for Efficient Convolutional Layer Pruning
by: Lv, Qingsong, et al.
Published: (2024)
by: Lv, Qingsong, et al.
Published: (2024)
ALTER: All-in-One Layer Pruning and Temporal Expert Routing for Efficient Diffusion Generation
by: Yang, Xiaomeng, et al.
Published: (2025)
by: Yang, Xiaomeng, et al.
Published: (2025)
Semi-Supervised Defect Detection via Conditional Diffusion and CLIP-Guided Noise Filtering
by: Li, Shuai, et al.
Published: (2025)
by: Li, Shuai, et al.
Published: (2025)
In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer
by: Zhang, Zechuan, et al.
Published: (2025)
by: Zhang, Zechuan, et al.
Published: (2025)
SIMPLER: Efficient Foundation Model Adaptation via Similarity-Guided Layer Pruning for Earth Observation
by: Barreiro, Víctor, et al.
Published: (2026)
by: Barreiro, Víctor, et al.
Published: (2026)
Are Image-to-Video Models Good Zero-Shot Image Editors?
by: Zhang, Zechuan, et al.
Published: (2025)
by: Zhang, Zechuan, et al.
Published: (2025)
From Ideal to Real: Unified and Data-Efficient Dense Prediction for Real-World Scenarios
by: Xia, Changliang, et al.
Published: (2025)
by: Xia, Changliang, et al.
Published: (2025)
3D Object Manipulation in a Single Image using Generative Models
by: Zhao, Ruisi, et al.
Published: (2025)
by: Zhao, Ruisi, et al.
Published: (2025)
DGNet: Dynamic Gradient-Guided Network for Water-Related Optics Image Enhancement
by: Zhou, Jingchun, et al.
Published: (2023)
by: Zhou, Jingchun, et al.
Published: (2023)
SIFU: Side-view Conditioned Implicit Function for Real-world Usable Clothed Human Reconstruction
by: Zhang, Zechuan, et al.
Published: (2023)
by: Zhang, Zechuan, et al.
Published: (2023)
Pruning then Reweighting: Towards Data-Efficient Training of Diffusion Models
by: Li, Yize, et al.
Published: (2024)
by: Li, Yize, et al.
Published: (2024)
DNA Family: Boosting Weight-Sharing NAS with Block-Wise Supervisions
by: Wang, Guangrun, et al.
Published: (2024)
by: Wang, Guangrun, et al.
Published: (2024)
CoReDiT: Spatial Coherence-Guided Token Pruning and Reconstruction for Efficient Diffusion Transformers
by: Li, Zhuojin, et al.
Published: (2026)
by: Li, Zhuojin, et al.
Published: (2026)
Entropy Rectifying Guidance for Diffusion and Flow Models
by: Ifriqi, Tariq Berrada, et al.
Published: (2025)
by: Ifriqi, Tariq Berrada, et al.
Published: (2025)
Similar Items
-
Efficient Training for Human Video Generation with Entropy-Guided Prioritized Progressive Learning
by: Li, Changlin, et al.
Published: (2025) -
Efficient Training of Large Vision Models via Advanced Automated Progressive Learning
by: Li, Changlin, et al.
Published: (2024) -
Progressive Online Video Understanding with Evidence-Aligned Timing and Transparent Decisions
by: Zhang, Kecheng, et al.
Published: (2026) -
CoNav: Collaborative Cross-Modal Reasoning for Embodied Navigation
by: Hao, Haihong, et al.
Published: (2025) -
EntropyPrune: Matrix Entropy Guided Visual Token Pruning for Multimodal Large Language Models
by: Wang, Yahong, et al.
Published: (2026)