Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models

13 March 2025

Papers citing "Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models"

43 / 43 papers shown

Title
Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Yiwei Xie Ping Liu Zheng Zhang 134 0 0 26 May 2025
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts Leyang Li Shilin Lu Yan Ren A. Kong DiffM 113 4 0 17 Apr 2025
On Penalty-based Bilevel Gradient Descent Method Han Shen Quan-Wu Xiao Tianyi Chen 132 59 0 08 Jan 2025
Mixture of Efficient Diffusion Experts Through Automatic Interval and Sub-Network Selection Alireza Ganjdanesh Yan Kang Yuchen Liu Richard Y. Zhang Zhe Lin Heng Huang DiffM 105 5 0 23 Sep 2024
Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models Alireza Ganjdanesh Reza Shirkavand Shangqian Gao Heng Huang DiffM VLM 149 5 0 17 Jun 2024
ConceptPrune: Concept Editing in Diffusion Models via Skilled Neuron Pruning Ruchika Chavhan Da Li Timothy M. Hospedales 91 16 0 29 May 2024
Pruning for Robust Concept Erasing in Diffusion Models Tianyun Yang Juan Cao Chang Xu 97 14 0 26 May 2024
Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models Yimeng Zhang Xin Chen Jinghan Jia Yihua Zhang Chongyu Fan Jiancheng Liu Mingyi Hong Ke Ding Sijia Liu DiffM 114 68 0 24 May 2024
Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-loop and Hessian-free Solution Strategy Risheng Liu Zhu Liu Wei-Ting Yao Shangzhi Zeng Jin Zhang 84 8 0 16 May 2024
LAPTOP-Diff: Layer Pruning and Normalized Distillation for Compressing Diffusion Models Dingkun Zhang Sijia Li Chen Chen Qingsong Xie H. Lu 119 29 0 17 Apr 2024
Measuring Style Similarity in Diffusion Models Gowthami Somepalli Anubhav Gupta Kamal Gupta Shramay Palta Micah Goldblum Jonas Geiping Abhinav Shrivastava Tom Goldstein EGVM 101 42 0 01 Apr 2024
Separable Multi-Concept Erasure from Diffusion Models Mengnan Zhao Lihe Zhang Tianhang Zheng Yuqiu Kong Baocai Yin 80 11 0 03 Feb 2024
Progressive Knowledge Distillation Of Stable Diffusion XL Using Layer Level Loss Yatharth Gupta Vishnu V. Jaddipal Harish Prabhala Sayak Paul Patrick von Platen VLM 89 39 0 05 Jan 2024
Receler: Reliable Concept Erasing of Text-to-Image Diffusion Models via Lightweight Erasers Chi-Pin Huang Kai-Po Chang Chung-Ting Tsai Yung-Hsuan Lai Fu-En Yang Yu-Chiang Frank Wang DiffM 98 56 0 29 Nov 2023
MMA-Diffusion: MultiModal Attack on Diffusion Models Yijun Yang Ruiyuan Gao Xiaosen Wang Tsung-Yi Ho Nan Xu Qiang Xu 91 77 0 29 Nov 2023
SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation Chongyu Fan Jiancheng Liu Yihua Zhang Eric Wong Dennis Wei Sijia Liu MU 143 149 0 19 Oct 2023
To Generate or Not? Safety-Driven Unlearned Diffusion Models Are Still Easy To Generate Unsafe Images ... For Now Yimeng Zhang Jinghan Jia Xin Chen Aochuan Chen Yihua Zhang Jiancheng Liu Ke Ding Sijia Liu DiffM 177 101 0 18 Oct 2023
Unified Concept Editing in Diffusion Models Rohit Gandikota Hadas Orgad Yonatan Belinkov Joanna Materzyñska David Bau DiffM 110 192 0 25 Aug 2023
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis Dustin Podell Zion English Kyle Lacey A. Blattmann Tim Dockhorn Jonas Muller Joe Penna Robin Rombach 295 2,456 0 04 Jul 2023
SnapFusion: Text-to-Image Diffusion Model on Mobile Devices within Two Seconds Yanyu Li Huan Wang Qing Jin Ju Hu Pavlo Chemerys Yun Fu Yanzhi Wang Sergey Tulyakov Jian Ren VLM 132 165 0 01 Jun 2023
Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models Alvin Heng Harold Soh VLM KELM DiffM 91 113 0 17 May 2023
Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models Eric Zhang Kai Wang Xingqian Xu Zhangyang Wang Humphrey Shi DiffM 126 193 0 30 Mar 2023
Ablating Concepts in Text-to-Image Diffusion Models Nupur Kumari Bin Zhang Sheng-Yu Wang Eli Shechtman Richard Y. Zhang Jun-Yan Zhu VLM 75 201 0 23 Mar 2023
Editing Implicit Assumptions in Text-to-Image Diffusion Models Hadas Orgad Bahjat Kawar Yonatan Belinkov DiffM 98 91 0 14 Mar 2023
Erasing Concepts from Diffusion Models Rohit Gandikota Joanna Materzyñska Jaden Fiotto-Kaufman David Bau DiffM 122 313 0 13 Mar 2023
Q-Diffusion: Quantizing Diffusion Models Xiuyu Li Yijia Liu Long Lian Hua Yang Zhen Dong Daniel Kang Shanghang Zhang Kurt Keutzer DiffM MQ 147 177 0 08 Feb 2023
A Fully First-Order Method for Stochastic Bilevel Optimization Jeongyeol Kwon Dohyun Kwon S. Wright Robert D. Nowak 100 78 0 26 Jan 2023
First-order penalty methods for bilevel optimization Zhaosong Lu Sanyou Mei 129 36 0 04 Jan 2023
Diffusion Art or Digital Forgery? Investigating Data Replication in Diffusion Models Gowthami Somepalli Vasu Singla Micah Goldblum Jonas Geiping Tom Goldstein 92 330 0 07 Dec 2022
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 155 312 0 09 Nov 2022
Red-Teaming the Stable Diffusion Safety Filter Javier Rando Daniel Paleka David Lindner Lennard Heim Florian Tramèr DiffM 220 205 0 03 Oct 2022
BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach Mao Ye B. Liu S. Wright Peter Stone Qian Liu 118 87 0 19 Sep 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 196 3,981 0 26 Jul 2022
Elucidating the Design Space of Diffusion-Based Generative Models Tero Karras M. Aittala Timo Aila S. Laine DiffM 262 2,034 0 01 Jun 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 484 6,096 0 23 May 2022
Pseudo Numerical Methods for Diffusion Models on Manifolds Luping Liu Yi Ren Zhijie Lin Zhou Zhao DiffM 124 657 0 20 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 564 15,835 0 20 Dec 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,987 0 26 Feb 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 447 6,598 0 26 Nov 2020
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 260 3,966 0 12 Jul 2019
Bilevel Programming for Hyperparameter Optimization and Meta-Learning Luca Franceschi P. Frasconi Saverio Salzo Riccardo Grazzi Massimiliano Pontil 185 732 0 13 Jun 2018
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 204 3,708 0 31 Aug 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 369 19,784 0 09 Mar 2015