Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models

17 May 2023

Papers citing "Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models"

27 / 77 papers shown

Title
Espresso: Robust Concept Filtering in Text-to-Image Models Anudeep Das Vasisht Duddu Rui Zhang Nadarajah Asokan EGVM 26 5 0 30 Apr 2024
Concept Arithmetics for Circumventing Concept Inhibition in Diffusion Models Vitali Petsiuk Kate Saenko VGen 27 4 0 21 Apr 2024
Enhancing Generative Class Incremental Learning Performance with Model Forgetting Approach Taro Togo Ren Togo Keisuke Maeda Takahiro Ogawa Miki Haseyama 23 1 0 27 Mar 2024
Editing Massive Concepts in Text-to-Image Diffusion Models Tianwei Xiong Yue Wu Enze Xie Yue Wu Zhenguo Li Xihui Liu 83 9 0 20 Mar 2024
Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning Chongyu Fan Jiancheng Liu Alfred Hero Sijia Liu MU 22 10 0 12 Mar 2024
MACE: Mass Concept Erasure in Diffusion Models Shilin Lu Zilan Wang Leyang Li Yanzhu Liu A. Kong DiffM 31 75 0 10 Mar 2024
UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models Yihua Zhang Chongyu Fan Yimeng Zhang Yuguang Yao Jinghan Jia ... Gaoyuan Zhang Gaowen Liu Ramana Rao Kompella Xiaoming Liu Sijia Liu DiffM 32 4 0 19 Feb 2024
Discriminative Adversarial Unlearning Rohan Sharma Shijie Zhou Kaiyi Ji Changyou Chen MU 22 1 0 10 Feb 2024
EraseDiff: Erasing Data Influence in Diffusion Models Jing Wu Trung Le Munawar Hayat Mehrtash Harandi DiffM 64 14 0 11 Jan 2024
Scissorhands: Scrub Data Influence via Connection Sensitivity in Networks Jing Wu Mehrtash Harandi 23 12 0 11 Jan 2024
One-Dimensional Adapter to Rule Them All: Concepts, Diffusion Models and Erasing Applications Mengyao Lyu Yuhong Yang Haiwen Hong Hui Chen Xuan Jin Yuan He Hui Xue Jungong Han Guiguang Ding DiffM 13 54 0 26 Dec 2023
IMMA: Immunizing text-to-image Models against Malicious Adaptation Yijia Zheng Raymond A. Yeh 22 8 0 30 Nov 2023
Self-Discovering Interpretable Diffusion Latent Directions for Responsible Text-to-Image Generation Hang Li Chengzhi Shen Philip H. S. Torr Volker Tresp Jindong Gu 24 30 0 28 Nov 2023
CovarNav: Machine Unlearning via Model Inversion and Covariance Navigation Ali Abbasi Chayne Thrash Elaheh Akbari Daniel Zhang Soheil Kolouri MU 16 3 0 21 Nov 2023
Concept Sliders: LoRA Adaptors for Precise Control in Diffusion Models Rohit Gandikota Joanna Materzyñska Tingrui Zhou Antonio Torralba David Bau DiffM 35 61 0 20 Nov 2023
Trustworthy Large Models in Vision: A Survey Ziyan Guo Li Xu Jun Liu MU 56 0 0 16 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 11 120 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 17 79 0 18 Oct 2023
Can Sensitive Information Be Deleted From LLMs? Objectives for Defending Against Extraction Attacks Vaidehi Patil Peter Hase Mohit Bansal KELM AAML 18 93 0 29 Sep 2023
Distilling Adversarial Prompts from Safety Benchmarks: Report for the Adversarial Nibbler Challenge Manuel Brack P. Schramowski Kristian Kersting AAML EGVM 16 7 0 20 Sep 2023
Security and Privacy on Generative Data in AIGC: A Survey Tao Wang Yushu Zhang Shuren Qi Ruoyu Zhao Zhihua Xia Jian Weng 43 41 0 18 Sep 2023
Unified Concept Editing in Diffusion Models Rohit Gandikota Hadas Orgad Yonatan Belinkov Joanna Materzyñska David Bau DiffM 36 160 0 25 Aug 2023
Circumventing Concept Erasure Methods For Text-to-Image Generative Models Minh Pham Kelly O. Marshall Niv Cohen Govind Mittal C. Hegde DiffM 14 37 0 03 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 29 45 0 16 Jul 2023
Towards Regulatable AI Systems: Technical Gaps and Policy Opportunities Xudong Shen H. Brown Jiashu Tao Martin Strobel Yao Tong Akshay Narayan Harold Soh Finale Doshi-Velez 11 3 0 22 Jun 2023
Data Redaction from Conditional Generative Models Zhifeng Kong Kamalika Chaudhuri KELM 16 7 0 18 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 42 169 0 30 Mar 2023