SCALE-UP: An Efficient Black-box Input-level Backdoor Detection via Analyzing Scaled Prediction Consistency

7 February 2023

Junfeng Guo

Yiming Li

Xun Chen

Hanqing Guo

Lichao Sun

Papers citing "SCALE-UP: An Efficient Black-box Input-level Backdoor Detection via Analyzing Scaled Prediction Consistency"

50 / 64 papers shown

Title
Mitigating Backdoor Triggered and Targeted Data Poisoning Attacks in Voice Authentication Systems Alireza Mohammadi Keshav Sood D. Thiruvady A. Nazari AAML 27 0 0 06 May 2025
Cert-SSB: Toward Certified Sample-Specific Backdoor Defense Ting Qiao Y. Wang Xing Liu Sixing Wu Jianbing Li Yiming Li AAML SILM 64 0 0 30 Apr 2025
SFIBA: Spatial-based Full-target Invisible Backdoor Attacks Yangxu Yin H. Chen Yudong Gao Peng Sun Z. Li W. Liu AAML 40 0 0 29 Apr 2025
Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets Y. Zhang Yuxuan Zhou Tianyu Li Minghui Li Shengshan Hu Wei Luo L. Zhang AAML SILM 28 0 0 16 Apr 2025
DeBackdoor: A Deductive Framework for Detecting Backdoor Attacks on Deep Models with Limited Data Dorde Popovic Amin Sadeghi Ting Yu Sanjay Chawla Issa M. Khalil AAML 46 0 0 27 Mar 2025
BadToken: Token-level Backdoor Attacks to Multi-modal Large Language Models Zenghui Yuan Jiawen Shi Pan Zhou Neil Zhenqiang Gong Lichao Sun AAML 66 1 0 20 Mar 2025
Test-Time Backdoor Detection for Object Detection Models Hangtao Zhang Yichen Wang Shihui Yan Chenyu Zhu Ziqi Zhou Linshan Hou Shengshan Hu Minghui Li Yanjun Zhang L. Zhang AAML 46 0 0 19 Mar 2025
C^2 ATTACK: Towards Representation Backdoor on CLIP via Concept Confusion Lijie Hu Junchi Liao Weimin Lyu Shaopeng Fu Tianhao Huang Shu Yang Guimin Hu Di Wang AAML 65 0 0 12 Mar 2025
Seal Your Backdoor with Variational Defense Ivan Sabolić Matej Grcić Sinisa Segvic AAML 73 0 0 11 Mar 2025
NaviDet: Efficient Input-level Backdoor Detection on Text-to-Image Synthesis via Neuron Activation Variation Shengfang Zhai Jiajun Li Yue Liu Huanran Chen Zhihua Tian Wenjie Qu Qingni Shen Ruoxi Jia Yinpeng Dong Jiaheng Zhang AAML 44 0 0 09 Mar 2025
Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features Mingli Zhu Shaokui Wei Hongyuan Zha Baoyuan Wu AAML 37 0 0 23 Feb 2025
Cut the Deadwood Out: Post-Training Model Purification with Selective Module Substitution Yao Tong Weijun Li Xuanli He Haolan Zhan Qiongkai Xu AAML 28 1 0 31 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 74 0 0 22 Dec 2024
One Pixel is All I Need Deng Siqin Zhou Xiaoyi ViT 83 0 0 14 Dec 2024
FLARE: Towards Universal Dataset Purification against Backdoor Attacks Linshan Hou Wei Luo Zhongyun Hua Songhua Chen L. Zhang Yiming Li AAML 65 0 0 29 Nov 2024
BadScan: An Architectural Backdoor Attack on Visual State Space Models Om Suhas Deshmukh Sankalp Nagaonkar A. Tripathi Ashish Mishra Mamba 74 0 0 26 Nov 2024
Reliable Poisoned Sample Detection against Backdoor Attacks Enhanced by Sharpness Aware Minimization Mingda Zhang Mingli Zhu Zihao Zhu Baoyuan Wu AAML 69 1 0 18 Nov 2024
ProP: Efficient Backdoor Detection via Propagation Perturbation for Overparametrized Models Tao Ren Qiongxiu Li AAML 36 0 0 11 Nov 2024
Defending Deep Regression Models against Backdoor Attacks Lingyu Du Yupei Liu Jinyuan Jia Guohao Lan AAML 21 1 0 07 Nov 2024
Backdoor in Seconds: Unlocking Vulnerabilities in Large Pre-trained Models via Model Editing Dongliang Guo Mengxuan Hu Zihan Guan Junfeng Guo Thomas Hartvigsen Sheng R. Li AAML 21 0 0 23 Oct 2024
Backdoor Defense through Self-Supervised and Generative Learning Ivan Sabolić Ivan Grubišić Siniša Šegvić AAML 46 0 0 02 Sep 2024
BadMerging: Backdoor Attacks Against Model Merging Jinghuai Zhang Jianfeng Chi Zheng Li Kunlin Cai Yang Zhang Yuan Tian MoMe FedML AAML 32 14 0 14 Aug 2024
PSBD: Prediction Shift Uncertainty Unlocks Backdoor Detection Wei Li Pin-Yu Chen Sijia Liu Ren Wang AAML 41 2 0 09 Jun 2024
Generalization Bound and New Algorithm for Clean-Label Backdoor Attack Lijia Yu Shuang Liu Yibo Miao Xiao-Shan Gao Lijun Zhang AAML 27 5 0 02 Jun 2024
BAN: Detecting Backdoors Activated by Adversarial Neuron Noise Xiaoyun Xu Zhuoran Liu Stefanos Koffas Shujian Yu S. Picek AAML 16 1 0 30 May 2024
Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack Mingli Zhu Siyuan Liang Baoyuan Wu AAML 37 14 0 25 May 2024
BDetCLIP: Multimodal Prompting Contrastive Test-Time Backdoor Detection Yuwei Niu Shuo He Qi Wei Feng Liu Lei Feng AAML 33 1 0 24 May 2024
Not All Prompts Are Secure: A Switchable Backdoor Attack Against Pre-trained Vision Transformers Shengyuan Yang Jiawang Bai Kuofeng Gao Yong-Liang Yang Yiming Li Shu-Tao Xia AAML SILM 30 5 0 17 May 2024
IBD-PSC: Input-level Backdoor Detection via Parameter-oriented Scaling Consistency Linshan Hou Ruili Feng Zhongyun Hua Wei Luo Leo Yu Zhang Yiming Li AAML 30 19 0 16 May 2024
UFID: A Unified Framework for Input-level Backdoor Detection on Diffusion Models Zihan Guan Mengxuan Hu Sheng R. Li Anil Vullikanti DiffM AAML 23 3 0 01 Apr 2024
Backdoor Secrets Unveiled: Identifying Backdoor Data with Optimized Scaled Prediction Consistency Soumyadeep Pal Yuguang Yao Ren Wang Bingquan Shen Sijia Liu AAML 34 8 0 15 Mar 2024
Model X-ray:Detect Backdoored Models via Decision Boundary Yanghao Su Jie Zhang Ting Xu Tianwei Zhang Weiming Zhang Neng H. Yu AAML 31 0 0 27 Feb 2024
Game of Trojans: Adaptive Adversaries Against Output-based Trojaned-Model Detectors D. Sahabandu Xiaojun Xu Arezoo Rajabi Luyao Niu Bhaskar Ramasubramanian Bo Li Radha Poovendran AAML 17 1 0 12 Feb 2024
BackdoorBench: A Comprehensive Benchmark and Analysis of Backdoor Learning Baoyuan Wu Hongrui Chen Mingda Zhang Zihao Zhu Shaokui Wei Danni Yuan Mingli Zhu Ruotong Wang Li Liu Chaoxiao Shen AAML ELM 53 9 0 26 Jan 2024
WPDA: Frequency-based Backdoor Attack with Wavelet Packet Decomposition Zhengyao Song Yongqiang Li Danni Yuan Li Liu Shaokui Wei Baoyuan Wu AAML 14 4 0 24 Jan 2024
Progressive Poisoned Data Isolation for Training-time Backdoor Defense Yiming Chen Haiwei Wu Jiantao Zhou AAML 16 9 0 20 Dec 2023
Defenses in Adversarial Machine Learning: A Survey Baoyuan Wu Shaokui Wei Mingli Zhu Meixi Zheng Zihao Zhu Mingda Zhang Hongrui Chen Danni Yuan Li Liu Qingshan Liu AAML 27 14 0 13 Dec 2023
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 59 1 0 03 Dec 2023
BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning Siyuan Liang Mingli Zhu Aishan Liu Baoyuan Wu Xiaochun Cao Ee-Chien Chang 24 48 0 20 Nov 2023
Label Poisoning is All You Need Rishi Jha J. Hayase Sewoong Oh AAML 14 28 0 29 Oct 2023
Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand Junfeng Guo Yiming Li Lixu Wang Shu-Tao Xia Heng-Chiao Huang Cong Liu Boheng Li 27 50 0 09 Oct 2023
MASTERKEY: Practical Backdoor Attack Against Speaker Verification Systems Hanqing Guo Xun Chen Junfeng Guo Li Xiao Qiben Yan 13 11 0 13 Sep 2023
PhantomSound: Black-Box, Query-Efficient Audio Adversarial Attack via Split-Second Phoneme Injection Hanqing Guo Guangjing Wang Yuanda Wang Bocheng Chen Qiben Yan Li Xiao AAML 15 9 0 13 Sep 2023
BaDExpert: Extracting Backdoor Functionality for Accurate Backdoor Input Detection Tinghao Xie Xiangyu Qi Ping He Yiming Li Jiachen T. Wang Prateek Mittal AAML 11 9 0 23 Aug 2023
What can Discriminator do? Towards Box-free Ownership Verification of Generative Adversarial Network Zi-Shun Huang Boheng Li Yan Cai Run Wang Shangwei Guo Liming Fang Jing Chen Lina Wang 23 11 0 29 Jul 2023
Shared Adversarial Unlearning: Backdoor Mitigation by Unlearning Shared Adversarial Examples Shaokui Wei Mingda Zhang H. Zha Baoyuan Wu TPM 13 34 0 20 Jul 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 21 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 25 8 0 14 Jun 2023
Backdoor Attack with Sparse and Invisible Trigger Yinghua Gao Yiming Li Xueluan Gong Zhifeng Li Shutao Xia Qianqian Wang AAML 13 19 0 11 May 2023
Exploring the Landscape of Machine Unlearning: A Comprehensive Survey and Taxonomy T. Shaik Xiaohui Tao Haoran Xie Lin Li Xiaofeng Zhu Qingyuan Li MU 30 25 0 10 May 2023