Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks

30 May 2018

Papers citing "Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks"

50 / 213 papers shown

Title
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Shuaiwei Yuan Junyu Dong Yuezun Li AAML 29 0 0 13 May 2025
Mitigating Backdoor Triggered and Targeted Data Poisoning Attacks in Voice Authentication Systems Alireza Mohammadi Keshav Sood D. Thiruvady A. Nazari AAML 49 0 0 06 May 2025
MergeGuard: Efficient Thwarting of Trojan Attacks in Machine Learning Models Soheil Zibakhsh Shabgahi Yaman Jandali F. Koushanfar MoMe AAML 57 0 0 06 May 2025
A Survey on Privacy Risks and Protection in Large Language Models Kang Chen Xiuze Zhou Yuanguo Lin Shibo Feng Li Shen Pengcheng Wu AILaw PILM 180 0 0 04 May 2025
Backdoor Attacks Against Patch-based Mixture of Experts Cedric Chan Jona te Lintelo S. Picek AAML MoE 193 0 0 03 May 2025
Protocol-agnostic and Data-free Backdoor Attacks on Pre-trained Models in RF Fingerprinting Tianya Zhao Ningning Wang Junqing Zhang Xuyu Wang AAML 50 0 0 01 May 2025
Cert-SSB: Toward Certified Sample-Specific Backdoor Defense Ting Qiao Yansen Wang Xing Liu Sixing Wu Jianbing Li Yiming Li AAML SILM 66 0 0 30 Apr 2025
SFIBA: Spatial-based Full-target Invisible Backdoor Attacks Yangxu Yin H. Chen Yudong Gao Peng Sun Zehan Li Wei Liu AAML 45 0 0 29 Apr 2025
A Client-level Assessment of Collaborative Backdoor Poisoning in Non-IID Federated Learning Phung Lai Guanxiong Liu Hai Phan Issa M. Khalil Abdallah Khreishah Xintao Wu FedML 36 0 0 17 Apr 2025
Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets Wenjie Qu Yuxuan Zhou Tianyu Li Minghui Li Shengshan Hu Wei Luo L. Zhang AAML SILM 43 0 0 16 Apr 2025
AnywhereDoor: Multi-Target Backdoor Attacks on Object Detection Jialin Lu Junjie Shan Ziqi Zhao Ka-Ho Chow AAML 56 0 0 09 Mar 2025
CBW: Towards Dataset Ownership Verification for Speaker Verification via Clustering-based Backdoor Watermarking Yiming Li Kaiying Yan Shuo Shao Tongqing Zhai Shu-Tao Xia Zhan Qin D. Tao AAML 166 0 0 02 Mar 2025
BackdoorDM: A Comprehensive Benchmark for Backdoor Learning in Diffusion Model Weilin Lin Nanjun Zhou Yufei Wang Jianze Li Hui Xiong Li Liu AAML DiffM 214 0 0 17 Feb 2025
UNIDOOR: A Universal Framework for Action-Level Backdoor Attacks in Deep Reinforcement Learning Oubo Ma L. Du Yang Dai Chunyi Zhou Qingming Li Yuwen Pu Shouling Ji 46 0 0 28 Jan 2025
Persistence of Backdoor-based Watermarks for Neural Networks: A Comprehensive Evaluation Anh Tu Ngo Chuan Song Heng Nandish Chattopadhyay Anupam Chattopadhyay AAML 183 0 0 06 Jan 2025
Layer-Level Self-Exposure and Patch: Affirmative Token Mitigation for Jailbreak Attack Defense Yang Ouyang Hengrui Gu Shuhang Lin Wenyue Hua Jie Peng B. Kailkhura Tianlong Chen Kaixiong Zhou Kaixiong Zhou AAML 31 1 0 05 Jan 2025
Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning Zhifang Zhang Shuo He Bingquan Shen Lei Feng Lei Feng AAML 55 0 0 29 Dec 2024
A Backdoor Attack Scheme with Invisible Triggers Based on Model Architecture Modification Yuan Ma Xu Ma Jiankang Wei Jinmeng Tang Xiaoyu Zhang Yilun Lyu Kehao Chen Jingtong Huang 88 0 0 22 Dec 2024
Securing Federated Learning against Backdoor Threats with Foundation Model Integration Xiaohuan Bi Xi Li 60 1 0 23 Oct 2024
BeniFul: Backdoor Defense via Middle Feature Analysis for Deep Neural Networks Xinfu Li Junying Zhang Xindi Ma AAML 33 0 0 15 Oct 2024
Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor Defense Rui Min Zeyu Qin Nevin L. Zhang Li Shen Minhao Cheng AAML 39 4 0 13 Oct 2024
On the Weaknesses of Backdoor-based Model Watermarking: An Information-theoretic Perspective Aoting Hu Yanzhi Chen Renjie Xie Adrian Weller 38 0 0 10 Sep 2024
NoiseAttack: An Evasive Sample-Specific Multi-Targeted Backdoor Attack Through White Gaussian Noise Abdullah Arafat Miah Kaan Icer Resit Sendag Yu Bi AAML DiffM 36 1 0 03 Sep 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 56 16 0 06 Aug 2024
Wicked Oddities: Selectively Poisoning for Effective Clean-Label Backdoor Attacks Quang H. Nguyen Nguyen Ngoc-Hieu The-Anh Ta Thanh Nguyen-Tang Kok-Seng Wong Hoang Thanh-Tung Khoa D. Doan AAML 33 2 0 15 Jul 2024
DLP: towards active defense against backdoor attacks with decoupled learning process Zonghao Ying Bin Wu AAML 46 6 0 18 Jun 2024
CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models Yuetai Li Zhangchen Xu Fengqing Jiang Luyao Niu D. Sahabandu Bhaskar Ramasubramanian Radha Poovendran SILM AAML 62 7 0 18 Jun 2024
An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection Shenao Yan Shen Wang Yue Duan Hanbin Hong Kiho Lee Doowon Kim Yuan Hong AAML SILM 43 17 0 10 Jun 2024
PSBD: Prediction Shift Uncertainty Unlocks Backdoor Detection Wei Li Pin-Yu Chen Sijia Liu Ren Wang AAML 49 3 0 09 Jun 2024
GANcrop: A Contrastive Defense Against Backdoor Attacks in Federated Learning Xiao-ying Gan Shanyu Gan Taizhi Su Peng Liu FedML 33 0 0 31 May 2024
Towards Unified Robustness Against Both Backdoor and Adversarial Attacks Zhenxing Niu Yuyao Sun Qiguang Miao Rong Jin Gang Hua AAML 44 6 0 28 May 2024
Partial train and isolate, mitigate backdoor attack Yong Li Han Gao AAML 34 0 0 26 May 2024
LSP Framework: A Compensatory Model for Defeating Trigger Reverse Engineering via Label Smoothing Poisoning Beichen Li Yuanfang Guo Heqi Peng Yangxi Li Yun-an Wang 26 0 0 19 Apr 2024
AS-FIBA: Adaptive Selective Frequency-Injection for Backdoor Attack on Deep Face Restoration Zhenbo Song Wenhao Gao Kaihao Zhang Wenhan Luo AAML 42 0 0 11 Mar 2024
Do You Trust Your Model? Emerging Malware Threats in the Deep Learning Ecosystem Dorjan Hitaj Giulio Pagnotta Fabio De Gaspari Sediola Ruko Briland Hitaj Luigi V. Mancini Fernando Perez-Cruz 42 4 0 06 Mar 2024
Low-Frequency Black-Box Backdoor Attack via Evolutionary Algorithm Yanqi Qiao Dazhuang Liu Rui Wang Kaitai Liang AAML 28 1 0 23 Feb 2024
Mudjacking: Patching Backdoor Vulnerabilities in Foundation Models Hongbin Liu Michael K. Reiter Neil Zhenqiang Gong AAML 44 2 0 22 Feb 2024
Trustworthy Distributed AI Systems: Robustness, Privacy, and Governance Wenqi Wei Ling Liu 31 16 0 02 Feb 2024
End-to-End Anti-Backdoor Learning on Images and Time Series Yujing Jiang Xingjun Ma S. Erfani Yige Li James Bailey 40 1 0 06 Jan 2024
Towards Sample-specific Backdoor Attack with Clean Labels via Attribute Trigger Yiming Li Mingyan Zhu Junfeng Guo Tao Wei Shu-Tao Xia Zhan Qin AAML 71 1 0 03 Dec 2023
SecurityNet: Assessing Machine Learning Vulnerabilities on Public Models Boyang Zhang Zheng Li Ziqing Yang Xinlei He Michael Backes Mario Fritz Yang Zhang 33 4 0 19 Oct 2023
Everyone Can Attack: Repurpose Lossy Compression as a Natural Backdoor Attack Sze Jue Yang Q. Nguyen Chee Seng Chan Khoa D. Doan AAML DiffM 32 0 0 31 Aug 2023
Protect Federated Learning Against Backdoor Attacks via Data-Free Trigger Generation Yanxin Yang Ming Hu Yue Cao Jun Xia Yihao Huang Yang Liu Mingsong Chen FedML 31 6 0 22 Aug 2023
XGBD: Explanation-Guided Graph Backdoor Detection Zihan Guan Mengnan Du Ninghao Liu AAML 32 9 0 08 Aug 2023
Towards Stealthy Backdoor Attacks against Speech Recognition via Elements of Sound Hanbo Cai Pengcheng Zhang Hai Dong Yan Xiao Stefanos Koffas Yiming Li AAML 29 28 0 17 Jul 2023
A Proxy Attack-Free Strategy for Practically Improving the Poisoning Efficiency in Backdoor Attacks Ziqiang Li Hong Sun Pengfei Xia Beihao Xia Xue Rui Wei Zhang Qinglang Guo Bin Li AAML 32 8 0 14 Jun 2023
DHBE: Data-free Holistic Backdoor Erasing in Deep Neural Networks via Restricted Adversarial Distillation Zhicong Yan Shenghong Li Ruijie Zhao Yuan Tian Yuanyuan Zhao AAML 39 11 0 13 Jun 2023
Poisoning Network Flow Classifiers Giorgio Severi Simona Boboila Alina Oprea J. Holodnak K. Kratkiewicz J. Matterer AAML 38 4 0 02 Jun 2023
From Shortcuts to Triggers: Backdoor Defense with Denoised PoE Qin Liu Fei Wang Chaowei Xiao Muhao Chen AAML 37 22 0 24 May 2023
Diffusion Theory as a Scalpel: Detecting and Purifying Poisonous Dimensions in Pre-trained Language Models Caused by Backdoor or Bias Zhiyuan Zhang Deli Chen Hao Zhou Fandong Meng Jie Zhou Xu Sun 36 5 0 08 May 2023