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Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning

8 December 2017

Battista Biggio

Fabio Roli

AAML

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Papers citing "Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning"

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Title
SLIFER: Investigating Performance and Robustness of Malware Detection Pipelines Andrea Ponte Dmitrijs Trizna Christian Scano Battista Biggio Ivan Tesfai Ogbu Fabio Roli 73 2 0 23 May 2024
DeepNcode: Encoding-Based Protection against Bit-Flip Attacks on Neural Networks Patrik Velcický J. Breier Mladen Kovacevic Xiaolu Hou AAML 83 1 0 22 May 2024
A Constraint-Enforcing Reward for Adversarial Attacks on Text Classifiers Tom Roth Inigo Jauregi Unanue A. Abuadbba Massimo Piccardi AAML SILM 74 1 0 20 May 2024
Effective and Robust Adversarial Training against Data and Label Corruptions Pengfei Zhang Zi Huang Xin-Shun Xu Guangdong Bai 93 4 0 07 May 2024
Updating Windows Malware Detectors: Balancing Robustness and Regression against Adversarial EXEmples M. Kozák Christian Scano Dmitrijs Trizna Fabio Roli AAML 113 0 0 04 May 2024
AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples Antonio Emanuele Cinà Jérôme Rony Maura Pintor Christian Scano Ambra Demontis Battista Biggio Ismail Ben Ayed Fabio Roli ELM AAML SILM 133 10 0 30 Apr 2024
MISLEAD: Manipulating Importance of Selected features for Learning Epsilon in Evasion Attack Deception Vidit Khazanchi Pavan Kulkarni Yuvaraj Govindarajulu Manojkumar Somabhai Parmar AAML 60 1 0 24 Apr 2024
RedactBuster: Entity Type Recognition from Redacted Documents Mirco Beltrame Mauro Conti Pierpaolo Guglielmin Francesco Marchiori Gabriele Orazi 64 0 0 19 Apr 2024
PASA: Attack Agnostic Unsupervised Adversarial Detection using Prediction & Attribution Sensitivity Analysis Dipkamal Bhusal Md Tanvirul Alam M. K. Veerabhadran Michael Clifford Sara Rampazzi Nidhi Rastogi AAML 95 1 0 12 Apr 2024
"Are Adversarial Phishing Webpages a Threat in Reality?" Understanding the Users' Perception of Adversarial Webpages Ying Yuan Qingying Hao Giovanni Apruzzese Mauro Conti Gang Wang AAML 87 7 0 03 Apr 2024
Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks Maksym Andriushchenko Francesco Croce Nicolas Flammarion AAML 204 222 0 02 Apr 2024
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures Thanh Tam Nguyen T. T. Huynh Zhao Ren Thanh Toan Nguyen Phi Le Nguyen Hongzhi Yin Quoc Viet Hung Nguyen 166 8 0 31 Mar 2024
Benchmarking the Robustness of Temporal Action Detection Models Against Temporal Corruptions Runhao Zeng Xiaoyong Chen Jiaming Liang Huisi Wu Guangzhong Cao Yong Guo AAML 95 4 0 29 Mar 2024
Bayesian Learned Models Can Detect Adversarial Malware For Free Bao Gia Doan Dang Quang Nguyen Paul Montague Tamas Abraham O. Vel S. Çamtepe S. Kanhere Ehsan Abbasnejad Damith C. Ranasinghe AAML 63 1 0 27 Mar 2024
Robust optimization for adversarial learning with finite sample complexity guarantees André Bertolace Konstatinos Gatsis Kostas Margellos AAML 64 1 0 22 Mar 2024
Memory-Efficient and Secure DNN Inference on TrustZone-enabled Consumer IoT Devices Xueshuo Xie Haoxu Wang Zhaolong Jian Tao Li Wei Wang Zhiwei Xu Gui-Ping Wang 66 3 0 19 Mar 2024
Problem space structural adversarial attacks for Network Intrusion Detection Systems based on Graph Neural Networks Andrea Venturi Dario Stabili Mirco Marchetti AAML 69 1 0 18 Mar 2024
Introducing First-Principles Calculations: New Approach to Group Dynamics and Bridging Social Phenomena in TeNP-Chain Based Social Dynamics Simulations Yasuko Kawahata 129 0 0 06 Mar 2024
Note: Harnessing Tellurium Nanoparticles in the Digital Realm Plasmon Resonance, in the Context of Brewster's Angle and the Drude Model for Fake News Adsorption in Incomplete Information Games Yasuko Kawahata 102 0 0 05 Mar 2024
Plasmon Resonance Model: Investigation of Analysis of Fake News Diffusion Model with Third Mover Intervention Using Soliton Solution in Non-Complete Information Game under Repeated Dilemma Condition Yasuko Kawahata 125 0 0 03 Mar 2024
How to Train your Antivirus: RL-based Hardening through the Problem-Space Jacopo Cortellazzi Ilias Tsingenopoulos B. Bosanský Simone Aonzo Davy Preuveneers Wouter Joosen Fabio Pierazzi Lorenzo Cavallaro 64 2 0 29 Feb 2024
A Curious Case of Remarkable Resilience to Gradient Attacks via Fully Convolutional and Differentiable Front End with a Skip Connection Leonid Boytsov Ameya Joshi Filipe Condessa AAML 43 0 0 26 Feb 2024
QuanTest: Entanglement-Guided Testing of Quantum Neural Network Systems Jinjing Shi Zimeng Xiao Heyuan Shi Yu Jiang Xuelong Li AAML 84 1 0 20 Feb 2024
Manipulating hidden-Markov-model inferences by corrupting batch data William N. Caballero Jose Manuel Camacho Tahir Ekin Roi Naveiro AAML 52 1 0 19 Feb 2024
Entanglement: Balancing Punishment and Compensation, Repeated Dilemma Game-Theoretic Analysis of Maximum Compensation Problem for Bypass and Least Cost Paths in Fact-Checking, Case of Fake News with Weak Wallace's Law Yasuko Kawahata 118 0 0 18 Feb 2024
Be Persistent: Towards a Unified Solution for Mitigating Shortcuts in Deep Learning H. M. Dolatabadi S. Erfani Christopher Leckie AAML 89 0 0 17 Feb 2024
The AI Security Pyramid of Pain Chris M. Ward Joshua D. Harguess Julia Tao Daniel Christman Paul Spicer Mike Tan 29 3 0 16 Feb 2024
Camouflage is all you need: Evaluating and Enhancing Language Model Robustness Against Camouflage Adversarial Attacks Álvaro Huertas-García Alejandro Martín Javier Huertas-Tato David Camacho AAML 71 0 0 15 Feb 2024
PoisonedRAG: Knowledge Poisoning Attacks to Retrieval-Augmented Generation of Large Language Models Wei Zou Runpeng Geng Binghui Wang Jinyuan Jia SILM 109 45 1 12 Feb 2024
Adversarial Robustness Through Artifact Design Tsufit Shua Mahmood Sharif AAML 72 0 0 07 Feb 2024
Efficient Availability Attacks against Supervised and Contrastive Learning Simultaneously Yihan Wang Yifan Zhu Xiao-Shan Gao AAML 93 6 0 06 Feb 2024
TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version) Zeliang Kan Shae McFadden Daniel Arp Feargus Pendlebury Roberto Jordaney Johannes Kinder Fabio Pierazzi Lorenzo Cavallaro 100 1 0 02 Feb 2024
Privacy and Security Implications of Cloud-Based AI Services : A Survey Alka Luqman Riya Mahesh Anupam Chattopadhyay 57 2 0 31 Jan 2024
CARE: Ensemble Adversarial Robustness Evaluation Against Adaptive Attackers for Security Applications Hangsheng Zhang Jiqiang Liu Jinsong Dong AAML 52 1 0 20 Jan 2024
AdvSQLi: Generating Adversarial SQL Injections against Real-world WAF-as-a-service Zhenqing Qu Xiang Ling Ting Wang Xiang Chen Shouling Ji Chunming Wu AAML 67 12 0 05 Jan 2024
Can you See me? On the Visibility of NOPs against Android Malware Detectors Diego Soi Davide Maiorca Giorgio Giacinto Harel Berger AAML 25 0 0 28 Dec 2023
Radio Signal Classification by Adversarially Robust Quantum Machine Learning Yanqiu Wu E. Adermann Chandra Thapa S. Çamtepe Hajime Suzuki Muhammad Usman AAML 59 3 0 13 Dec 2023
Neither hype nor gloom do DNNs justice Gaurav Malhotra Christian Tsvetkov B. D. Evans 86 125 0 08 Dec 2023
FRAUDability: Estimating Users' Susceptibility to Financial Fraud Using Adversarial Machine Learning Chen Doytshman Satoru Momiyama Inderjeet Singh Yuval Elovici A. Shabtai 31 1 0 02 Dec 2023
"Do Users fall for Real Adversarial Phishing?" Investigating the Human response to Evasive Webpages Ajka Draganovic Savino Dambra Javier Aldana-Iuit Kevin A. Roundy Giovanni Apruzzese 79 7 0 28 Nov 2023
The Anatomy Spread of Online Opinion Polarization: The Pivotal Role of Super-Spreaders in Social Networks Yasuko Kawahata 105 0 0 27 Nov 2023
Quantum Inception Score Akira Sone Akira Tanji Naoki Yamamoto 69 2 0 20 Nov 2023
PACOL: Poisoning Attacks Against Continual Learners Huayu Li G. Ditzler AAML 58 3 0 18 Nov 2023
Towards more Practical Threat Models in Artificial Intelligence Security Kathrin Grosse L. Bieringer Tarek R. Besold Alexandre Alahi 106 13 0 16 Nov 2023
Magmaw: Modality-Agnostic Adversarial Attacks on Machine Learning-Based Wireless Communication Systems Jung-Woo Chang Ke Sun Nasimeh Heydaribeni Seira Hidano Xinyu Zhang F. Koushanfar AAML 78 1 0 01 Nov 2023
Pitfalls in Language Models for Code Intelligence: A Taxonomy and Survey Xinyu She Yue Liu Yanjie Zhao Yiling He Li Li Chakkrit Tantithamthavorn Zhan Qin Haoyu Wang ELM 99 14 0 27 Oct 2023
Poison is Not Traceless: Fully-Agnostic Detection of Poisoning Attacks Xinglong Chang Katharina Dost Gill Dobbie Jörg Simon Wicker AAML 60 0 0 24 Oct 2023
Specify Robust Causal Representation from Mixed Observations Mengyue Yang Xin-Qiang Cai Furui Liu Weinan Zhang Jun Wang CML OOD 111 7 0 21 Oct 2023
Malicious Agent Detection for Robust Multi-Agent Collaborative Perception Yangheng Zhao Zhen Xiang Sheng Yin Xianghe Pang Siheng Chen Yanfeng Wang AAML 91 6 0 18 Oct 2023
Samples on Thin Ice: Re-Evaluating Adversarial Pruning of Neural Networks Giorgio Piras Maura Pintor Ambra Demontis Battista Biggio AAML 55 1 0 12 Oct 2023