DiffPro: Joint Timestep and Layer-Wise Precision Optimization for Efficient Diffusion Inference
Fuente:
arXiv
Saved in:
| Main Authors: | Amin, Farhana, Afroz, Sabiha, Gharami, Kanchon, Moghadampanah, Mona, Nikolopoulos, Dimitrios S. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Modality Inflation: Energy Characterization and Optimization Opportunities for MLLM Inference
by: Moghadampanah, Mona, et al.
Published: (2025)
by: Moghadampanah, Mona, et al.
Published: (2025)
An Efficient Privacy-preserving Intrusion Detection Scheme for UAV Swarm Networks
by: Gharami, Kanchon, et al.
Published: (2025)
by: Gharami, Kanchon, et al.
Published: (2025)
LLM-Guided Runtime Parameter Optimization for Energy-Efficient Model Inference
by: Crumpacker, Katelyn, et al.
Published: (2026)
by: Crumpacker, Katelyn, et al.
Published: (2026)
TMPQ-DM: Joint Timestep Reduction and Quantization Precision Selection for Efficient Diffusion Models
by: Sun, Haojun, et al.
Published: (2024)
by: Sun, Haojun, et al.
Published: (2024)
Diff-TONE: Timestep Optimization for iNstrument Editing in Text-to-Music Diffusion Models
by: Baoueb, Teysir, et al.
Published: (2025)
by: Baoueb, Teysir, et al.
Published: (2025)
Depth-Wise Attention (DWAtt): A Layer Fusion Method for Data-Efficient Classification
by: ElNokrashy, Muhammad, et al.
Published: (2022)
by: ElNokrashy, Muhammad, et al.
Published: (2022)
Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers
by: You, Haoran, et al.
Published: (2024)
by: You, Haoran, et al.
Published: (2024)
KVTuner: Sensitivity-Aware Layer-Wise Mixed-Precision KV Cache Quantization for Efficient and Nearly Lossless LLM Inference
by: Li, Xing, et al.
Published: (2025)
by: Li, Xing, et al.
Published: (2025)
ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory Imputation
by: Bu, Tianci, et al.
Published: (2025)
by: Bu, Tianci, et al.
Published: (2025)
KVSharer: Efficient Inference via Layer-Wise Dissimilar KV Cache Sharing
by: Yang, Yifei, et al.
Published: (2024)
by: Yang, Yifei, et al.
Published: (2024)
DepCap: Adaptive Block-Wise Parallel Decoding for Efficient Diffusion LM Inference
by: Xia, Xiang, et al.
Published: (2026)
by: Xia, Xiang, et al.
Published: (2026)
Adaptive Layer Selection for Layer-Wise Token Pruning in LLM Inference
by: Taniguchi, Rei, et al.
Published: (2026)
by: Taniguchi, Rei, et al.
Published: (2026)
Fine-tuning Diffusion Policies with Backpropagation Through Diffusion Timesteps
by: Yang, Ningyuan, et al.
Published: (2025)
by: Yang, Ningyuan, et al.
Published: (2025)
TMRL: Diffusion Timestep-Modulated Pretraining Enables Exploration for Efficient Policy Finetuning
by: Hong, Matthew M., et al.
Published: (2026)
by: Hong, Matthew M., et al.
Published: (2026)
Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning
by: Chen, Weihang, et al.
Published: (2024)
by: Chen, Weihang, et al.
Published: (2024)
Data Attribution for Diffusion Models: Timestep-induced Bias in Influence Estimation
by: Xie, Tong, et al.
Published: (2024)
by: Xie, Tong, et al.
Published: (2024)
MPQ-Diff: Mixed Precision Quantization for Diffusion Models
by: Maruzzelli, Rocco Manz, et al.
Published: (2024)
by: Maruzzelli, Rocco Manz, et al.
Published: (2024)
MaRVIn: A Cross-Layer Mixed-Precision RISC-V Framework for DNN Inference, from ISA Extension to Hardware Acceleration
by: Armeniakos, Giorgos, et al.
Published: (2025)
by: Armeniakos, Giorgos, et al.
Published: (2025)
10Cache: Heterogeneous Resource-Aware Tensor Caching and Migration for LLM Training
by: Afroz, Sabiha, et al.
Published: (2025)
by: Afroz, Sabiha, et al.
Published: (2025)
OrScale: Orthogonalised Optimization with Layer-Wise Trust-Ratio Scaling
by: Lou, Yuxuan, et al.
Published: (2026)
by: Lou, Yuxuan, et al.
Published: (2026)
Bayesian Modeling for Uncertainty Management in Financial Risk Forecasting and Compliance
by: Mamun, Sharif Al, et al.
Published: (2025)
by: Mamun, Sharif Al, et al.
Published: (2025)
FuseDiff: Symmetry-Preserving Joint Diffusion for Dual-Target Structure-Based Drug Design
by: Wu, Jianliang, et al.
Published: (2026)
by: Wu, Jianliang, et al.
Published: (2026)
DiffKnock: Diffusion-based Knockoff Statistics for Neural Networks Inference
by: Ge, Heng, et al.
Published: (2025)
by: Ge, Heng, et al.
Published: (2025)
Redefining Temporal Modeling in Video Diffusion: The Vectorized Timestep Approach
by: Liu, Yaofang, et al.
Published: (2024)
by: Liu, Yaofang, et al.
Published: (2024)
SpecDiff: Accelerating Diffusion Model Inference with Self-Speculation
by: Pan, Jiayi, et al.
Published: (2025)
by: Pan, Jiayi, et al.
Published: (2025)
QPART: Adaptive Model Quantization and Dynamic Workload Balancing for Accuracy-aware Edge Inference
by: Li, Xiangchen, et al.
Published: (2025)
by: Li, Xiangchen, et al.
Published: (2025)
Layer-Wise High-Impact Parameter Ratio Optimization in Post-Training Quantization for Large Language Models
by: Pham, Cuong, et al.
Published: (2025)
by: Pham, Cuong, et al.
Published: (2025)
Adaptive Non-uniform Timestep Sampling for Accelerating Diffusion Model Training
by: Kim, Myunsoo, et al.
Published: (2024)
by: Kim, Myunsoo, et al.
Published: (2024)
AutoQRA: Joint Optimization of Mixed-Precision Quantization and Low-rank Adapters for Efficient LLM Fine-Tuning
by: Zhou, Changhai, et al.
Published: (2026)
by: Zhou, Changhai, et al.
Published: (2026)
Connecting Independently Trained Modes via Layer-Wise Connectivity
by: Tian, Yongding, et al.
Published: (2025)
by: Tian, Yongding, et al.
Published: (2025)
Clone What You Can't Steal: Black-Box LLM Replication via Logit Leakage and Distillation
by: Gharami, Kanchon, et al.
Published: (2025)
by: Gharami, Kanchon, et al.
Published: (2025)
CHESS: Optimizing LLM Inference via Channel-Wise Thresholding and Selective Sparsification
by: He, Junhui, et al.
Published: (2024)
by: He, Junhui, et al.
Published: (2024)
RefiDiff: Progressive Refinement Diffusion for Efficient Missing Data Imputation
by: Ahamed, Md Atik, et al.
Published: (2025)
by: Ahamed, Md Atik, et al.
Published: (2025)
BayesDiff: Estimating Pixel-wise Uncertainty in Diffusion via Bayesian Inference
by: Kou, Siqi, et al.
Published: (2023)
by: Kou, Siqi, et al.
Published: (2023)
ART for Diffusion Sampling: A Reinforcement Learning Approach to Timestep Schedule
by: Huang, Yilie, et al.
Published: (2026)
by: Huang, Yilie, et al.
Published: (2026)
Joint Embedding Variational Bayes
by: Oji, Amin, et al.
Published: (2026)
by: Oji, Amin, et al.
Published: (2026)
DiffER: Categorical Diffusion for Chemical Retrosynthesis
by: Current, Sean, et al.
Published: (2025)
by: Current, Sean, et al.
Published: (2025)
DiffATS: Diffusion in Aligned Tensor Space
by: Lyu, Jinhua, et al.
Published: (2026)
by: Lyu, Jinhua, et al.
Published: (2026)
Dual Path Attribution: Efficient Attribution for SwiGLU-Transformers through Layer-Wise Target Propagation
by: Jantsch, Lasse Marten, et al.
Published: (2026)
by: Jantsch, Lasse Marten, et al.
Published: (2026)
DNN Memory Footprint Reduction via Post-Training Intra-Layer Multi-Precision Quantization
by: Ghavami, Behnam, et al.
Published: (2024)
by: Ghavami, Behnam, et al.
Published: (2024)
Similar Items
-
Modality Inflation: Energy Characterization and Optimization Opportunities for MLLM Inference
by: Moghadampanah, Mona, et al.
Published: (2025) -
An Efficient Privacy-preserving Intrusion Detection Scheme for UAV Swarm Networks
by: Gharami, Kanchon, et al.
Published: (2025) -
LLM-Guided Runtime Parameter Optimization for Energy-Efficient Model Inference
by: Crumpacker, Katelyn, et al.
Published: (2026) -
TMPQ-DM: Joint Timestep Reduction and Quantization Precision Selection for Efficient Diffusion Models
by: Sun, Haojun, et al.
Published: (2024) -
Diff-TONE: Timestep Optimization for iNstrument Editing in Text-to-Music Diffusion Models
by: Baoueb, Teysir, et al.
Published: (2025)