Reconstructive Neuron Pruning for Backdoor Defense

24 May 2023

Papers citing "Reconstructive Neuron Pruning for Backdoor Defense"

29 / 29 papers shown

Title
How Secure is Forgetting? Linking Machine Unlearning to Machine Learning Attacks M. Prabhakaran S. Nicolazzo Antonino Nocera Vinod Puthuvath AAML MU 96 0 0 26 Mar 2025
Prototype Guided Backdoor Defense Venkat Adithya Amula Sunayana Samavedam Saurabh Saini Avani Gupta Narayanan P J AAML 50 0 0 26 Mar 2025
Seal Your Backdoor with Variational Defense Ivan Sabolić Matej Grcić Sinisa Segvic AAML 183 0 0 11 Mar 2025
SecureGaze: Defending Gaze Estimation Against Backdoor Attacks Lingyu Du Yupei Liu Jinyuan Jia Guohao Lan AAML 38 0 0 27 Feb 2025
Neural Antidote: Class-Wise Prompt Tuning for Purifying Backdoors in Pre-trained Vision-Language Models Jiawei Kong Hao Fang Sihang Guo Chenxi Qing Bin Chen Bin Wang Shu-Tao Xia AAML VLM 90 0 0 26 Feb 2025
Reliable Poisoned Sample Detection against Backdoor Attacks Enhanced by Sharpness Aware Minimization Ruotong Wang Mingli Zhu Zihao Zhu Baoyuan Wu AAML 78 1 0 18 Nov 2024
Identify Backdoored Model in Federated Learning via Individual Unlearning Jiahao Xu Zikai Zhang Rui Hu FedML AAML 64 1 0 01 Nov 2024
Expose Before You Defend: Unifying and Enhancing Backdoor Defenses via Exposed Models Yige Li Hanxun Huang Jiaming Zhang Xingjun Ma Yu-Gang Jiang AAML 37 2 0 25 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
Using Interleaved Ensemble Unlearning to Keep Backdoors at Bay for Finetuning Vision Transformers Zeyu Michael Li AAML 26 0 0 01 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
Backdoor Defense through Self-Supervised and Generative Learning Ivan Sabolić Ivan Grubišić Siniša Šegvić AAML 60 0 0 02 Sep 2024
Fisher Information guided Purification against Backdoor Attacks Nazmul Karim Abdullah Al Arafat Adnan Siraj Rakin Zhishan Guo Nazanin Rahnavard AAML 51 1 0 01 Sep 2024
Fusing Pruned and Backdoored Models: Optimal Transport-based Data-free Backdoor Mitigation Weilin Lin Li Liu Jianze Li Hui Xiong AAML 53 1 0 28 Aug 2024
BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language Models Yige Li Hanxun Huang Yunhan Zhao Xingjun Ma Jun Sun AAML SILM 56 19 0 23 Aug 2024
UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening Shuyang Cheng Guangyu Shen Kaiyuan Zhang Guanhong Tao Shengwei An Hanxi Guo Shiqing Ma Xiangyu Zhang AAML 31 0 0 16 Jul 2024
Augmented Neural Fine-Tuning for Efficient Backdoor Purification Nazmul Karim Abdullah Al Arafat Umar Khalid Zhishan Guo Nazanin Rahnavard AAML 40 0 0 14 Jul 2024
Composite Concept Extraction through Backdooring Banibrata Ghosh Haripriya Harikumar Khoa D. Doan Svetha Venkatesh Santu Rana 31 0 0 19 Jun 2024
Unveiling and Mitigating Backdoor Vulnerabilities based on Unlearning Weight Changes and Backdoor Activeness Weilin Lin Li Liu Shaokui Wei Jianze Li Hui Xiong AAML 53 2 0 30 May 2024
Magnitude-based Neuron Pruning for Backdoor Defens Nan Li Haoyu Jiang Ping Yi AAML 21 1 0 28 May 2024
Rethinking Pruning for Backdoor Mitigation: An Optimization Perspective Nan Li Haiyang Yu Ping Yi AAML 33 0 0 28 May 2024
Unified Neural Backdoor Removal with Only Few Clean Samples through Unlearning and Relearning Nay Myat Min Long H. Pham Jun Sun MU AAML 48 0 0 23 May 2024
Unlearning Backdoor Attacks through Gradient-Based Model Pruning Kealan Dunnett Reza Arablouei Dimity Miller Volkan Dedeoglu Raja Jurdak AAML 29 1 0 07 May 2024
Multi-Trigger Backdoor Attacks: More Triggers, More Threats Yige Li Xingjun Ma Jiabo He Hanxun Huang Yu-Gang Jiang AAML 35 5 0 27 Jan 2024
BackdoorBench: A Comprehensive Benchmark and Analysis of Backdoor Learning Baoyuan Wu Hongrui Chen Ruotong Wang Zihao Zhu Shaokui Wei Danni Yuan Mingli Zhu Ke Xu Li Liu Chaoxiao Shen AAML ELM 78 9 0 26 Jan 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
Imperio: Language-Guided Backdoor Attacks for Arbitrary Model Control Ka-Ho Chow Wenqi Wei Lei Yu 24 4 0 02 Jan 2024
Adversarial Feature Map Pruning for Backdoor Dong Huang Qingwen Bu AAML 38 4 0 21 Jul 2023
Shared Adversarial Unlearning: Backdoor Mitigation by Unlearning Shared Adversarial Examples Shaokui Wei Ruotong Wang H. Zha Baoyuan Wu TPM 18 35 0 20 Jul 2023