Trigger Hunting with a Topological Prior for Trojan Detection

15 October 2021

Xiaoling Hu

Papers citing "Trigger Hunting with a Topological Prior for Trojan Detection"

39 / 39 papers shown

Title
Prototype Guided Backdoor Defense Venkat Adithya Amula Sunayana Samavedam Saurabh Saini Avani Gupta Narayanan P J AAML 50 0 0 26 Mar 2025
Scanning Trojaned Models Using Out-of-Distribution Samples Hossein Mirzaei Ali Ansari Bahar Dibaei Nia Mojtaba Nafez Moein Madadi ... Kian Shamsaie Mahdi Hajialilue Jafar Habibi Mohammad Sabokrou M. Rohban OODD 61 2 0 28 Jan 2025
Expose Before You Defend: Unifying and Enhancing Backdoor Defenses via Exposed Models Yige Li Hanxun Huang Jiaming Zhang Xingjun Ma Yu-Gang Jiang AAML 35 2 0 25 Oct 2024
TERD: A Unified Framework for Safeguarding Diffusion Models Against Backdoors Yichuan Mo Hui Huang Mingjie Li Ang Li Yisen Wang AAML DiffM 32 16 0 09 Sep 2024
Spatial Diffusion for Cell Layout Generation Chen Li Xiaoling Hu Shahira Abousamra Meilong Xu Chao Chen MedIm 35 4 0 04 Sep 2024
Flatness-aware Sequential Learning Generates Resilient Backdoors Hoang Pham The-Anh Ta Anh Tran Khoa D. Doan FedML AAML 39 0 0 20 Jul 2024
PSBD: Prediction Shift Uncertainty Unlocks Backdoor Detection Wei Li Pin-Yu Chen Sijia Liu Ren Wang AAML 46 3 0 09 Jun 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 45 0 0 23 May 2024
Learning Topological Representations for Deep Image Understanding Xiaoling Hu 31 2 0 22 Mar 2024
Backdoor Secrets Unveiled: Identifying Backdoor Data with Optimized Scaled Prediction Consistency Soumyadeep Pal Yuguang Yao Ren Wang Bingquan Shen Sijia Liu AAML 36 8 0 15 Mar 2024
Position: Topological Deep Learning is the New Frontier for Relational Learning Theodore Papamarkou Tolga Birdal Michael M. Bronstein Gunnar Carlsson Justin Curry ... Petar Velickovic Bei Wang Yusu Wang Guo-Wei Wei Ghada Zamzmi AI4CE 59 26 0 14 Feb 2024
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 30 14 0 13 Dec 2023
CBD: A Certified Backdoor Detector Based on Local Dominant Probability Zhen Xiang Zidi Xiong Bo Li AAML 37 14 0 26 Oct 2023
TIJO: Trigger Inversion with Joint Optimization for Defending Multimodal Backdoored Models Indranil Sur Karan Sikka Matthew Walmer K. Koneripalli Anirban Roy Xiaoyu Lin Ajay Divakaran Susmit Jha 32 8 0 07 Aug 2023
UMD: Unsupervised Model Detection for X2X Backdoor Attacks Zhen Xiang Zidi Xiong Bo-wen Li AAML 26 20 0 29 May 2023
NOTABLE: Transferable Backdoor Attacks Against Prompt-based NLP Models Kai Mei Zheng Li Zhenting Wang Yang Zhang Shiqing Ma AAML SILM 37 48 0 28 May 2023
Reconstructive Neuron Pruning for Backdoor Defense Yige Li X. Lyu Xingjun Ma Nodens Koren Lingjuan Lyu Bo-wen Li Yugang Jiang AAML 32 42 0 24 May 2023
UNICORN: A Unified Backdoor Trigger Inversion Framework Zhenting Wang Kai Mei Juan Zhai Shiqing Ma LLMSV 32 44 0 05 Apr 2023
Mask and Restore: Blind Backdoor Defense at Test Time with Masked Autoencoder Tao Sun Lu Pang Chao Chen Haibin Ling AAML 43 9 0 27 Mar 2023
Black-box Backdoor Defense via Zero-shot Image Purification Yucheng Shi Mengnan Du Xuansheng Wu Zihan Guan Jin Sun Ninghao Liu 40 28 0 21 Mar 2023
Single Image Backdoor Inversion via Robust Smoothed Classifiers Mingjie Sun Zico Kolter AAML 18 12 0 01 Mar 2023
Enhancing Modality-Agnostic Representations via Meta-Learning for Brain Tumor Segmentation Aishik Konwer Xiaoling Hu Joseph Bae Xuanang Xu Chaoyu Chen Prateek Prasanna 29 16 0 08 Feb 2023
SCALE-UP: An Efficient Black-box Input-level Backdoor Detection via Analyzing Scaled Prediction Consistency Junfeng Guo Yiming Li Xun Chen Hanqing Guo Lichao Sun Cong Liu AAML MLAU 21 95 0 07 Feb 2023
Distilling Cognitive Backdoor Patterns within an Image Hanxun Huang Xingjun Ma S. Erfani James Bailey AAML 34 24 0 26 Jan 2023
Look, Listen, and Attack: Backdoor Attacks Against Video Action Recognition Hasan Hammoud Shuming Liu Mohammad Alkhrashi Fahad Albalawi Guohao Li AAML 32 8 0 03 Jan 2023
Trap and Replace: Defending Backdoor Attacks by Trapping Them into an Easy-to-Replace Subnetwork Haotao Wang Junyuan Hong Aston Zhang Jiayu Zhou Zhangyang Wang AAML 44 12 0 12 Oct 2022
Attention Hijacking in Trojan Transformers Weimin Lyu Songzhu Zheng Teng Ma Haibin Ling Chao Chen 35 6 0 09 Aug 2022
Learning Topological Interactions for Multi-Class Medical Image Segmentation Saumya Gupta Xiaoling Hu James H. Kaan Michael Jin M. Mpoy ... Tahsin M. Kurc Joel H. Saltz A. Tassiopoulos Prateek Prasanna Chao Chen 24 42 0 20 Jul 2022
On the Convergence of Optimizing Persistent-Homology-Based Losses Yikai Zhang Jiacheng Yao Yusu Wang Chao Chen 18 1 0 06 Jun 2022
Learning Probabilistic Topological Representations Using Discrete Morse Theory Xiaoling Hu Dimitris Samaras Chao Chen 18 20 0 03 Jun 2022
Towards a Defense Against Federated Backdoor Attacks Under Continuous Training Shuai Wang J. Hayase Giulia Fanti Sewoong Oh FedML 26 5 0 24 May 2022
A Study of the Attention Abnormality in Trojaned BERTs Weimin Lyu Songzhu Zheng Teng Ma Chao Chen 51 56 0 13 May 2022
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning Antonio Emanuele Cinà Kathrin Grosse Ambra Demontis Sebastiano Vascon Werner Zellinger Bernhard A. Moser Alina Oprea Battista Biggio Marcello Pelillo Fabio Roli AAML 22 116 0 04 May 2022
CatchBackdoor: Backdoor Detection via Critical Trojan Neural Path Fuzzing Haibo Jin Ruoxi Chen Jinyin Chen Haibin Zheng Yang Zhang Haohan Wang AAML 26 1 0 24 Dec 2021
Backdoor Learning: A Survey Yiming Li Yong Jiang Zhifeng Li Shutao Xia AAML 45 586 0 17 Jul 2020
SentiNet: Detecting Localized Universal Attacks Against Deep Learning Systems Edward Chou Florian Tramèr Giancarlo Pellegrino AAML 168 287 0 02 Dec 2018
Statistical topological data analysis using persistence landscapes Peter Bubenik 112 846 0 27 Jul 2012