CVPR 2026 Past EfficiencyGenerative models

3rd Workshop on Efficient and On-Device Generation (EDGE)

EDGE

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OpenReview
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Auto-imported from the OpenReview venue record on 2026-06-10 — please verify and enrich (topics are keyword-guessed).

Accepted papers (15)

Fetched from OpenReview (v2) on 2026-06-10.

  1. A KL Lens on Quantization: Fast, Forward-Only Sensitivity for Mixed-Precision SSM–Transformer Models

    Jason Kong, Nilesh Prasad Pandey, Flavio Ponzina, Tajana Rosing · PDF
  2. A Spike-Gated Residual Unit for Information Flow Control in Transformers

    Kiran Nair, Rodrigue Rizk, KC Santosh · PDF
  3. BlazeEdit: Generalist Image Editing on Mobile Devices with Image-to-Image Diffusion Models

    Fei Deng, yanwu xu, Zhipeng Bao, Zhixing Zhang, Haolin Jia, Karthik Raveendran, Jianing Wei · PDF
  4. CoReDiT: Spatial Coherence-Guided Token Pruning and Reconstruction for Efficient Diffusion Transformers

    Zhuojin Li, Hsin-Pai Cheng, Hong Cai, Shizhong Han, Fatih Porikli · PDF
  5. DDiT: Dynamic Patch Scheduling for Efficient Diffusion Transformers

    Dahye Kim, Deepti Ghadiyaram, Raghudeep Gadde · PDF
  6. Diagonal-Tiled Mixed-Precision Attention for Efficient Low-Bit MXFP Inference

    Yifu Ding, Xinhao Zhang · PDF
  7. DirectFlow: One-Step Posterior Transport Distillation for Blind Face Restoration

    Eashan Adhikarla, Brian D. Davison · PDF
  8. EdgeDiffusion: Latency-Optimized Diffusion Models for Real-Time On-Device Visual Anonymization

    Zihao Han, Xueyan Gong, Fengyi Wu, Yifei Dong, Jingqi Xu, Jingdong Sun, Feng Liu, Siyu Huang, Zhi-Qi Cheng · PDF
  9. ELT: Elastic Looped Transformers for Visual Generation

    Sahil Goyal, Swayam Agrawal, Gautham Govind Anil, Sujoy Paul, Aditya Kusupati, Prateek Jain · PDF
  10. Energy-Adaptive Diffusion via Dynamic Token Pruning for Carbon-Efficient On-Device Generation

    Mahule Roy, Subhas Roy · PDF
  11. HLA: Hadamard Linear Attention

    Hanno Ackermann, Hong Cai, Mohsen Ghafoorian, Amir Habibian · PDF
  12. ObjectAlign: Neuro-Symbolic Object Consistency Verification and Correction

    Mustafa Munir, Harsh Goel, Xiwen Wei, Minkyu Choi, Sahil Shah, Kartikeya Bhardwaj, Paul N. Whatmough, Sandeep P. Chinchali, Radu Marculescu · PDF
  13. On the Limits of Token Reduction for Efficient Unified Vision Language Training

    Siyi Chen, Weiming Zhuang, Jingtao Li, Lingjuan Lyu · PDF
  14. Token-Aligned Hierarchies for Lightweight Super-Resolution

    Jinendra Malekar, Lingjia Shi, Peyton Chandarana, Ramtin Zand · PDF
  15. Training-Free Layout-to-Image Generation with Marginal Attention Constraints

    Huancheng Chen, Jingtao Li, Weiming Zhuang, Haris Vikalo, Lingjuan Lyu · PDF