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BackdoorBench: A Comprehensive Benchmark of Backdoor Learning

25 June 2022

Hongrui Chen

Papers citing "BackdoorBench: A Comprehensive Benchmark of Backdoor Learning"

41 / 91 papers shown

Title
BlackboxBench: A Comprehensive Benchmark of Black-box Adversarial Attacks Meixi Zheng Xuanchen Yan Zihao Zhu Hongrui Chen Baoyuan Wu ELM MLAU AAML 101 8 0 28 Dec 2023
Quantifying Bias in Text-to-Image Generative Models Jordan Vice Naveed Akhtar Leonid Sigal Ajmal Mian 91 10 0 20 Dec 2023
DataElixir: Purifying Poisoned Dataset to Mitigate Backdoor Attacks via Diffusion Models Jiachen Zhou Peizhuo Lv Yibing Lan Guozhu Meng Kai Chen Hualong Ma AAML 94 8 0 18 Dec 2023
Activation Gradient based Poisoned Sample Detection Against Backdoor Attacks Danni Yuan Shaokui Wei Ruotong Wang Li Liu Baoyuan Wu AAML 88 6 0 11 Dec 2023
BadCLIP: Trigger-Aware Prompt Learning for Backdoor Attacks on CLIP Jiawang Bai Kuofeng Gao Shaobo Min Shu-Tao Xia Zhifeng Li Wei Liu VLM 124 45 0 26 Nov 2023
BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning Siyuan Liang Mingli Zhu Aishan Liu Baoyuan Wu Xiaochun Cao Ee-Chien Chang 132 58 0 20 Nov 2023
Towards Stable Backdoor Purification through Feature Shift Tuning Rui Min Zeyu Qin Li Shen Minhao Cheng AAML 113 22 0 03 Oct 2023
VDC: Versatile Data Cleanser based on Visual-Linguistic Inconsistency by Multimodal Large Language Models Daniele De Sensi Ruotong Wang Salvatore Di Girolamo Bing Wu Torsten Hoefler MLLM 93 5 0 28 Sep 2023
Benchmarks for Detecting Measurement Tampering Fabien Roger Ryan Greenblatt Max Nadeau Buck Shlegeris Nate Thomas 87 2 0 29 Aug 2023
Test-Time Backdoor Defense via Detecting and Repairing Jiyang Guan Jian Liang Ran He AAML 68 0 0 11 Aug 2023
APBench: A Unified Benchmark for Availability Poisoning Attacks and Defenses Tianrui Qin Xitong Gao Juanjuan Zhao Kejiang Ye Chengjie Xu AAML 59 6 0 07 Aug 2023
Adversarial Feature Map Pruning for Backdoor Dong Huang Qingwen Bu AAML 66 4 0 21 Jul 2023
Shared Adversarial Unlearning: Backdoor Mitigation by Unlearning Shared Adversarial Examples Shaokui Wei Ruotong Wang H. Zha Baoyuan Wu TPM 91 38 0 20 Jul 2023
Boosting Backdoor Attack with A Learnable Poisoning Sample Selection Strategy Zihao Zhu Ruotong Wang Shaokui Wei Li Shen Yanbo Fan Baoyuan Wu AAML SILM 121 10 0 14 Jul 2023
On the Cause of Unfairness: A Training Sample Perspective Yuanshun Yao Yang Liu TDI 77 0 0 30 Jun 2023
Neural Polarizer: A Lightweight and Effective Backdoor Defense via Purifying Poisoned Features Mingli Zhu Shaokui Wei H. Zha Baoyuan Wu AAML 84 38 0 29 Jun 2023
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking Shaohui Mei Jiawei Lian Xiaofei Wang Yuru Su Mingyang Ma Lap-Pui Chau AAML 126 12 0 21 Jun 2023
Versatile Backdoor Attack with Visible, Semantic, Sample-Specific, and Compatible Triggers Ke Xu Hongrui Chen Zihao Zhu Li Liu Baoyuan Wu DiffM 126 11 0 01 Jun 2023
Sharpness-Aware Data Poisoning Attack Pengfei He Han Xu Jie Ren Yingqian Cui Hui Liu Charu C. Aggarwal Jiliang Tang AAML 156 8 0 24 May 2023
Pick your Poison: Undetectability versus Robustness in Data Poisoning Attacks Nils Lukas Florian Kerschbaum 95 1 0 07 May 2023
Enhancing Fine-Tuning Based Backdoor Defense with Sharpness-Aware Minimization Mingli Zhu Shaokui Wei Li Shen Yanbo Fan Baoyuan Wu AAML 95 56 0 24 Apr 2023
Detecting Backdoors During the Inference Stage Based on Corruption Robustness Consistency Xiaogeng Liu Minghui Li Haoyu Wang Shengshan Hu Dengpan Ye Hai Jin Libing Wu Chaowei Xiao AAML 62 39 0 27 Mar 2023
Backdoor Defense via Adaptively Splitting Poisoned Dataset Kuofeng Gao Yang Bai Jindong Gu Yong-Liang Yang Shutao Xia AAML 91 53 0 23 Mar 2023
Black-box Backdoor Defense via Zero-shot Image Purification Yucheng Shi Mengnan Du Xuansheng Wu Zihan Guan Jin Sun Ninghao Liu 92 30 0 21 Mar 2023
AdaptGuard: Defending Against Universal Attacks for Model Adaptation Lijun Sheng Jian Liang Ran He Zilei Wang Tien-Ping Tan AAML 120 5 0 19 Mar 2023
CleanCLIP: Mitigating Data Poisoning Attacks in Multimodal Contrastive Learning Hritik Bansal Nishad Singhi Yu Yang Fan Yin Aditya Grover Kai-Wei Chang AAML 109 46 0 06 Mar 2023
FreeEagle: Detecting Complex Neural Trojans in Data-Free Cases Chong Fu Xuhong Zhang S. Ji Ting Wang Peng Lin Yanghe Feng Jianwei Yin AAML 70 11 0 28 Feb 2023
BadGPT: Exploring Security Vulnerabilities of ChatGPT via Backdoor Attacks to InstructGPT Jiawen Shi Yixin Liu Pan Zhou Lichao Sun SILM 66 83 0 21 Feb 2023
Attacks in Adversarial Machine Learning: A Systematic Survey from the Life-cycle Perspective Baoyuan Wu Zihao Zhu Li Liu Qingshan Liu Zhaofeng He Siwei Lyu AAML 112 23 0 19 Feb 2023
Red Teaming Deep Neural Networks with Feature Synthesis Tools Stephen Casper Yuxiao Li Jiawei Li Tong Bu Ke Zhang K. Hariharan Dylan Hadfield-Menell AAML 124 15 0 08 Feb 2023
Revisiting Personalized Federated Learning: Robustness Against Backdoor Attacks Zeyu Qin Liuyi Yao Daoyuan Chen Yaliang Li Bolin Ding Minhao Cheng FedML 147 27 0 03 Feb 2023
BackdoorBox: A Python Toolbox for Backdoor Learning Yiming Li Mengxi Ya Yang Bai Yong Jiang Shutao Xia AAML 98 43 0 01 Feb 2023
Flareon: Stealthy any2any Backdoor Injection via Poisoned Augmentation Tianrui Qin Xianghuan He Xitong Gao Yiren Zhao Kejiang Ye Chengjie Xu AAML 65 3 0 20 Dec 2022
Fine-Tuning Is All You Need to Mitigate Backdoor Attacks Zeyang Sha Xinlei He Pascal Berrang Mathias Humbert Yang Zhang AAML 90 38 0 18 Dec 2022
Selective Amnesia: On Efficient, High-Fidelity and Blind Suppression of Backdoor Effects in Trojaned Machine Learning Models Rui Zhu Di Tang Siyuan Tang Wenyuan Xu Haixu Tang AAML FedML 101 14 0 09 Dec 2022
Physical Adversarial Attack meets Computer Vision: A Decade Survey Hui Wei Hao Tang Xuemei Jia Zhixiang Wang Han-Bing Yu Zhubo Li Shiníchi Satoh Luc Van Gool Zheng Wang AAML 150 56 0 30 Sep 2022
Exploring Inconsistent Knowledge Distillation for Object Detection with Data Augmentation Jiawei Liang Siyuan Liang Aishan Liu Ke Ma Jingzhi Li Xiaochun Cao VLM 120 16 0 20 Sep 2022
Imperceptible and Robust Backdoor Attack in 3D Point Cloud Kuofeng Gao Jiawang Bai Baoyuan Wu Mengxi Ya Shutao Xia AAML 3DPC 98 33 0 17 Aug 2022
Versatile Weight Attack via Flipping Limited Bits Jiawang Bai Baoyuan Wu Zhifeng Li Shutao Xia AAML 71 20 0 25 Jul 2022
A Unified Evaluation of Textual Backdoor Learning: Frameworks and Benchmarks Ganqu Cui Lifan Yuan Bingxiang He Yangyi Chen Zhiyuan Liu Maosong Sun AAML ELM SILM 95 73 0 17 Jun 2022
Can Adversarial Training Be Manipulated By Non-Robust Features? Lue Tao Lei Feng Hongxin Wei Jinfeng Yi Sheng-Jun Huang Songcan Chen AAML 268 17 0 31 Jan 2022