From 8dbc5e0bf3ebb76043295db16016e50638306d5b Mon Sep 17 00:00:00 2001 From: sueszli Date: Mon, 9 Dec 2024 03:01:50 +0100 Subject: [PATCH] up --- references.bib | 242 +++++++++++++++++++++++++++++++++++++++++++++++++ thesis.pdf | Bin 1772616 -> 1789027 bytes thesis.tex | 92 +++++++++---------- 3 files changed, 284 insertions(+), 50 deletions(-) diff --git a/references.bib b/references.bib index 3713a15..c5ce452 100644 --- a/references.bib +++ b/references.bib @@ -80,6 +80,202 @@ @article{schorn1993axiomatic % motivation % +@online{boozallen2023adversarialother, + title = {Booz Allen Hamilton Expands Adversarial AI Capabilities}, + author = {MSSPAlert}, + year = {2023}, + month = {September}, + day = {26}, + publisher = {MSSPAlert}, + keywords = {artificial intelligence, cybersecurity, HiddenLayer, Booz Allen Hamilton} +} +@online{boozallen2023adversarial, + title = {Booz Allen Doubles Down on Adversarial AI Capabilities With New Investment}, + organization = {Business Wire}, + author = {{Booz Allen Hamilton}}, + year = {2023}, + month = {9}, + day = {26}, + location = {McLean, Virginia}, + publisher = {Business Wire}, + note = {Press Release} +} +@online{huggingface2024security, + title = {Hugging Face partners with Wiz Research to Improve AI Security}, + author = {Hugging Face}, + year = {2024}, + organization = {Hugging Face}, + url = {https://huggingface.co/blog/hugging-face-wiz-security-blog}, + note = {Blog post discussing security improvements, pickle file security concerns, and partnership with Wiz Research} +} +@article{mitre2024ml, + title = {MITRE, Microsoft, and 11 Other Organizations Take on Machine-Learning Threats}, + author = {Eidson, Bill}, + journal = {MITRE News and Insights}, + organization = {MITRE}, + year = {2024}, + url = {https://www.mitre.org/news-insights/impact-story/mitre-microsoft-and-11-other-organizations-take-machine-learning-threats}, + note = {Impact Story on the Adversarial Machine Learning Threat Matrix initiative}, + keywords = {artificial intelligence, machine learning, cybersecurity, threat matrix} +} +@misc{openphil2024adversarial, + title = {Carnegie Mellon University — Research on Adversarial Examples}, + author = {{Open Philanthropy}}, + year = {2024}, + institution = {Open Philanthropy}, + note = {Grant of \$343,235 to support research on adversarial examples led by Professor Aditi Raghunathan} +} +@online{roy2020darpa, + author = {Roy-Chowdhury, Amit and Krishnamurthy, Srikanth and Song, Chengyu and Asif, Salman}, + title = {{ECE and CSE faculty receive new DARPA grant on adversarial machine learning}}, + year = {2020}, + month = {7}, + day = {29}, + organization = {University of California, Riverside}, + type = {Web Article}, + note = {DARPA Machine Vision Disruption program grant announcement} +} +@online{coursera_adversarial_2024, + author = {{Coursera Editorial Team}}, + title = {What Is Adversarial Machine Learning?}, + year = {2024}, + publisher = {Coursera}, + url = {https://www.coursera.org/articles/adversarial-machine-learning}, + urldate = {2024-12-09} +} +@article{cai2020robust, + author = {Cai, Kenrick}, + title = {Robust Intelligence Raises \$14 Million Series A Led By Sequoia To Build Platform For Testing Machine Learning Applications}, + journal = {Forbes}, + year = {2020}, + month = {October}, + day = {21}, + publisher = {Forbes Media LLC} +} +@online{robustintelligence2024, + title = {AI Application Security}, + author = {{Robust Intelligence}}, + year = {2024}, + organization = {Robust Intelligence}, + url = {https://www.robustintelligence.com/ai-application-security}, + urldate = {2024-12-09} +} +@ARTICLE{9154468, + author={Rahman, Abdur and Hossain, M. Shamim and Alrajeh, Nabil A. and Alsolami, Fawaz}, + journal={IEEE Internet of Things Journal}, + title={Adversarial Examples—Security Threats to COVID-19 Deep Learning Systems in Medical IoT Devices}, + year={2021}, + volume={8}, + number={12}, + pages={9603-9610}, + keywords={Machine learning;Medical diagnostic imaging;Perturbation methods;Computed tomography;Biological system modeling;Image recognition;Adversarial examples (AEs);COVID-19;deep learning (DL);medical IoT}, + doi={10.1109/JIOT.2020.3013710} +} +@article{najafi2024dft, + title={DFT-Based Adversarial Attack Detection in MRI Brain Imaging: Enhancing Diagnostic Accuracy in Alzheimer's Case Studies}, + author={Najafi, Mohammad Hossein and Morsali, Mohammad and Vahediahmar, Mohammadmahdi and Shouraki, Saeed Bagheri}, + journal={arXiv preprint arXiv:2408.08489}, + year={2024} +} +@article{jogani2022analysis, + title={Analysis of Explainable Artificial Intelligence Methods on Medical Image Classification}, + author={Jogani, Vinay and Purohit, Joy and Shivhare, Ishaan and Shrawne, Seema C}, + journal={arXiv preprint arXiv:2212.10565}, + year={2022} +} +@inproceedings{Rudolph2008DevelopingPS, + title={Developing Protective Strategies forCriticalBuilding Infrastructures Potentially Subjected to M alevolentThreats* By}, + author={Rudolph and Rudolph V. Matalucci and Jon T. Matalucci}, + year={2008}, + url={https://api.semanticscholar.org/CorpusID:111438592} +} +@article{Halak2022TowardsAP, + title={Towards Autonomous Physical Security Defenses using Machine Learning}, + author={Basel Halak and Christian Hall and Syed Fathir and Nelson Kit and Ruwaydah Raymonde and Michael Gimson and Ahmad Kida and Hugo Vincent}, + journal={IEEE Access}, + year={2022}, + volume={PP}, + pages={1-1}, + url={https://api.semanticscholar.org/CorpusID:248849785} +} +@article{Ulybyshev2021TrustworthyDA, + title={Trustworthy Data Analysis and Sensor Data Protection in Cyber-Physical Systems}, + author={Denis A. Ulybyshev and Ibrahim Yilmaz and Bradley Northern and Vadim Kholodilo and Mike Rogers}, + journal={Proceedings of the 2021 ACM Workshop on Secure and Trustworthy Cyber-Physical Systems}, + year={2021}, + url={https://api.semanticscholar.org/CorpusID:233384629} +} +@article{Chevardin2023AnalysisOA, + title={Analysis of adversarial attacks on the machine learning models of cyberprotection systems.}, + author={V. Chevardin and O. Yurchenko and O. V. Zaluzhnyi and Ye. Peleshok}, + journal={Communication, informatization and cybersecurity systems and technologies}, + year={2023}, + url={https://api.semanticscholar.org/CorpusID:266487123} +} +@article{Moradpoor2023TheTO, + title={The Threat of Adversarial Attacks Against Machine Learning-based Anomaly Detection Approach in a Clean Water Treatment System}, + author={Naghmeh Moradpoor and Leandros A. Maglaras and Ezra Abah and Andres Robles-Durazno}, + journal={2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)}, + year={2023}, + pages={453-460}, + url={https://api.semanticscholar.org/CorpusID:262980912} +} +@article{Tsai2024EffectiveAE, + title={Effective Adversarial Examples Identification of Credit Card Transactions}, + author={Min-Yan Tsai and Hsin-Hung Cho and Chia-Mu Yu and Yao-Chung Chang and Han-Chieh Chao}, + journal={IEEE Intelligent Systems}, + year={2024}, + volume={39}, + pages={50-59}, + url={https://api.semanticscholar.org/CorpusID:268628851} +} +@inproceedings{Agarwal2021BlackBoxAE, + title={Black-Box Adversarial Entry in Finance through Credit Card Fraud Detection}, + author={Akshay Agarwal and Nalini K. Ratha}, + booktitle={CIKM Workshops}, + year={2021}, + url={https://api.semanticscholar.org/CorpusID:245540840} +} +@article{Gu2022DeepLT, + title={Deep Learning Techniques in Financial Fraud Detection}, + author={Kuangyi Gu}, + journal={Proceedings of the 7th International Conference on Cyber Security and Information Engineering}, + year={2022}, + url={https://api.semanticscholar.org/CorpusID:253120915} +} +@article{Patel2019AdaptiveAV, + title={Adaptive Adversarial Videos on Roadside Billboards: Dynamically Modifying Trajectories of Autonomous Vehicles}, + author={Naman Patel and Prashanth Krishnamurthy and Siddharth Garg and Farshad Khorrami}, + journal={2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)}, + year={2019}, + pages={5916-5921}, + url={https://api.semanticscholar.org/CorpusID:210971572} +} +@article{Ji2021PoltergeistAA, + title={Poltergeist: Acoustic Adversarial Machine Learning against Cameras and Computer Vision}, + author={Xiaoyu Ji and Yushi Cheng and Yuepeng Zhang and Kai Wang and Chen Yan and Wenyuan Xu and Kevin Fu}, + journal={2021 IEEE Symposium on Security and Privacy (SP)}, + year={2021}, + pages={160-175}, + url={https://api.semanticscholar.org/CorpusID:235601506} +} +@article{Axelrod2017CybersecurityCO, + title={Cybersecurity challenges of systems-of-systems for fully-autonomous road vehicles}, + author={C. Warren Axelrod}, + journal={2017 13th International Conference and Expo on Emerging Technologies for a Smarter World (CEWIT)}, + year={2017}, + pages={1-6}, + url={https://api.semanticscholar.org/CorpusID:29935654} +} +@article{Chahar2024AdversarialTI, + title={Adversarial Threats in Machine Learning: A Critical Analysis}, + author={Suman Chahar and Sonali Gupta and Isha Dhingra and Kuldeep Singh Kaswan}, + journal={2024 International Conference on Computational Intelligence and Computing Applications (ICCICA)}, + year={2024}, + volume={1}, + pages={253-258}, + url={https://api.semanticscholar.org/CorpusID:271116821} +} @ARTICLE{9099439, author={Sadeghi, Koosha and Banerjee, Ayan and Gupta, Sandeep K. S.}, journal={IEEE Transactions on Emerging Topics in Computational Intelligence}, @@ -143,6 +339,46 @@ @article{Zolotukhin2022AttacksAM pages={106-114}, url={https://api.semanticscholar.org/CorpusID:259102662} } +@article{Yuan2023MultiSpacePhishET, + title={Multi-SpacePhish: Extending the Evasion-space of Adversarial Attacks against Phishing Website Detectors Using Machine Learning}, + author={Ying Yuan and Giovanni Apruzzese and Mauro Conti}, + journal={Digital Threats: Research and Practice}, + year={2023}, + volume={5}, + pages={1 - 51}, + url={https://api.semanticscholar.org/CorpusID:266363431} +} +@inproceedings{Radlak2021DefendingAS, + title={Defending against sparse adversarial attacks using impulsive noise reduction filters}, + author={Krystian Radlak and Michal Szczepankiewicz and Bogdan Smolka}, + booktitle={Defense + Commercial Sensing}, + year={2021}, + url={https://api.semanticscholar.org/CorpusID:234868177} +} +@article{to2023effectiveness, + title={On the Effectiveness of Adversarial Samples against Ensemble Learning-based Windows PE Malware Detectors}, + author={To, Trong-Nghia and Kim, Danh Le and Hien, Do Thi Thu and Khoa, Nghi Hoang and Hoang, Hien Do and Duy, Phan The and Pham, Van-Hau}, + journal={arXiv preprint arXiv:2309.13841}, + year={2023} +} +@article{ifci2023AnalysisOT, + title={Analysis of Turkey's Cybersecurity Strategies: Historical Developments, Scope, Content and Objectives}, + author={Hasan Çifci}, + journal={Sakarya University Journal of Science}, + year={2023}, + url={https://api.semanticscholar.org/CorpusID:268035521} +} +@INPROCEEDINGS{10585001, + author={Chahar, Suman and Gupta, Sonali and Dhingra, Isha and Kaswan, Kuldeep Singh}, + booktitle={2024 International Conference on Computational Intelligence and Computing Applications (ICCICA)}, + title={Adversarial Threats in Machine Learning: A Critical Analysis}, + year={2024}, + volume={1}, + number={}, + pages={253-258}, + keywords={Training;Surveys;Technological innovation;Ethics;Terminology;Collaboration;Machine learning;Automobiles;Transportation;Cybersecurity;Adversarial Attacks;Model Explain-ability}, + doi={10.1109/ICCICA60014.2024.10585001} +} % % intro @@ -457,6 +693,12 @@ @article{gilmer2018motivating journal={arXiv preprint arXiv:1807.06732}, year={2018} } +@article{fazlija2024real, + title={How Real Is Real? A Human Evaluation Framework for Unrestricted Adversarial Examples}, + author={Fazlija, Dren and Orlov, Arkadij and Schrader, Johanna and Z{\"u}hlke, Monty-Maximilian and Rohs, Michael and Kudenko, Daniel}, + journal={arXiv preprint arXiv:2404.12653}, + year={2024} +} % % mental models diff --git a/thesis.pdf b/thesis.pdf index 15e5eeb50038bb1c965b5474f77c6b52c5d2c01f..f434b5cc9dcfde339e15616971e2b44a544eb439 100644 GIT binary patch delta 162972 zcmY(KQ*}X%i2k-{=6LtOu;B58uoU!M@I32i$ zzCCm*y;b1TYofOq<>&eRc{|+8#JIi5+>E=O9=*ob*0r^24?ReCs1T+Wbl)imgpAkr zAyXP(UY395G)&ruZio4juu@5bBDG$-yrCMwb_rc5Qx>vCWk1lCD;??1sVYSnwv(^m zh;QDZ1(eH1xvHxwc#o>`z@E|`7CR8DcfWQTx6_fJHk`jbe);yC1wsl=de1g2A z%PJz7;IO64MV7>>AZ1#O+&tp=hla{qpTn+H#=haeV;Pn~P|VMT zk{K$*JmF6Wax+)DJp_;e(PEwf`qpe28ii1-Xne;#5aUH>*?_+YsZrx!?DM%&|F{^lw(wD_dVK}209-0NC7Gx=;0`WjMn z0KWLqd_%!Ud`Z+N=`TaH*1fsmP0@b@__-hR)VlI?csWAcg?03bd>D`lGkZMBJC?17Gp2d9-omF0Jrhp3@lD8c z;6SA-5~gEKEy&6C3n~S$*c!h&s4)p~0BfRN^OC4{Ny#%4{o#q6_u%SJwDMq$KI$wD 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zIeJ5VO0X5vk#m;l4bQ8Xd+F?fJ6-4pefsJH`Ot9&IKbQL%gjpt{P06|UF;4-u7@Y8 zE1g;=a|Ah0eo?uI0(8$~NXqmT4RK<+m3j;BE2VpFjp}N-1XG^%eFZV!KHsyiKuo$l zy*>MHvDQ7k;xC`pxmTc}tnjD9yX_CX{k3lSL~^?spI%sBs|*vz!IEeB1Nr%)FhKSN zr$3bb-y-`BwZ`V$wwr9f#3cKS&ppc8+e|*@e z`~=4ig!csGncJr(reoPPHhK>;y80&G 0$~\footnote{Commonly $\varepsilon = 8/255$ for 8-bit images, so it stays within the precision constraints of the pixel values.}, which determines the magnitude of the change based on the direction of change for each pixel or feature in the input $x$. The model's loss function denoted by $J$, $\theta$ represents the model's parameters, and $y$ is the true target label. \\ + The perturbation is controlled by a parameter $\varepsilon > 0$~\footnote{Commonly $\varepsilon = 8/255$ for 8-bit images, so it stays within the precision constraints of the pixel values.}, which determines the magnitude of the change based on the direction of change for each pixel or feature in the input $x$. The model's loss function denoted by $J$, $\theta$ represents the model's parameters and $y$ is the true target label. \\ - It works by calculating the gradient of the loss function with respect to the input, $\nabla_x J(\theta, x, y)$, and then adjusting the input in the direction of this gradient. The sign of the gradient, $\text{sign}(\nabla_x J(\theta, x, y))$, is used to ensure that the perturbation is small, while the $\ell_\infty$-norm constraint ensures that the change to the input remains ``imperceptible'' to human observers~\cite{goodfellow2014explaining, zhang2019adversarial}. More on the concept of imperceptibility later.\\ + It works by calculating the gradient of the loss function with respect to the input, $\nabla_x J(\theta, x, y)$ and then adjusting the input in the direction of this gradient. The sign of the gradient, $\text{sign}(\nabla_x J(\theta, x, y))$, is used to ensure that the perturbation is small, while the $\ell_\infty$-norm constraint ensures that the change to the input remains ``imperceptible'' to human observers~\cite{goodfellow2014explaining, zhang2019adversarial}. More on the concept of imperceptibility later.\\ The process for generating an adversarial example with FGSM can be expressed as: @@ -208,7 +208,7 @@ \subsection{Imperceptible Adversarial Examples} \begin{highlightbox} \textbf{Digression:} Pixel-space constraints don't guarantee imperceptibility \\ - Traditionally, adversarial examples are expected to have two key properties: (1) they should successfully cause misclassification in machine learning models while (2) remaining imperceptible to human observers~\cite{cubuk2017intriguing}. \\ + Traditionally adversarial examples are expected to have two key properties: (1) they should successfully cause misclassification in targeted models while (2) remaining imperceptible to human observers~\cite{cubuk2017intriguing}. \\ However, the concept of ``imperceptibility [to humans]'' as originally proposed by Szegedy et al.~\cite{szegedy2013intriguing} by limiting pixel-space perturbations through an $\varepsilon$-bounded constraint is fundamentally flawed. This is because the human visual system is not solely reliant on pixel-space information to interpret images~\cite{ning2023hflic}. \\ @@ -221,11 +221,13 @@ \subsection{Imperceptible Adversarial Examples} \subsection{Semantics Preserving Adversarial Examples} -Imperceptible noise is just one of many semantics preserving adversarial examples. For instance, rotating an image by a few degrees or capturing it from a different angle can also cause misclassification. These superset of adversarial examples are often referred to as ``unrestricted''~\cite{brown2018unrestricted} or ``semantics preserving''~\cite{browne2020semantics, careil2023towards, lee2020semantics} adversarial examples. The comparison in Fig.~\ref{fig:unrestricted} and the illustration in Fig.~\ref{fig:latentspace} serve to highlight the differences between the different kinds of adversarial examples. Fig.~\ref{fig:adversarial_dogs} shows a collection of naturally occurring adversarial examples, also known as ``natural adversarial examples''~\cite{hendrycks2021natural, teenybiscuittweet}. +Imperceptible noise-based adversarial examples are just one type of semantics-preserving adversarial examples. Other examples include rotating an image by a few degrees or capturing it from a different angle, which can also cause misclassification. These broader categories of adversarial examples are often referred to as ``unrestricted''~\cite{fazlija2024real, brown2018unrestricted} or ``semantics-preserving''~\cite{browne2020semantics, careil2023towards, lee2020semantics}. The comparison in Fig.~\ref{fig:unrestricted} and the illustration in Fig.~\ref{fig:latentspace} highlight the differences between various kinds of adversarial examples. Fig.~\ref{fig:adversarial_dogs} shows a collection of naturally occurring adversarial examples, also known as ``natural adversarial examples''~\cite{hendrycks2021natural, teenybiscuittweet}. -This shift in how we define adversarial examples, first popularized through the ``Unrestricted Adversarial Examples Challenge''~\cite{brown2018unrestricted} by Google in 2018, has led to a more nuanced understanding of the phenomenon. It acknowledges that real-world applications, especially in safety-critical contexts, are subject to a broader range of adversarial attacks than previously assumed and do not always adhere to the ``small perturbation'' constraint that was initially proposed~\cite{brown2018unrestricted}. +This shift in defining adversarial examples, popularized by the ``Unrestricted Adversarial Examples Challenge''~\cite{brown2018unrestricted} by Google in 2018, has led to a more nuanced understanding of the phenomenon. It acknowledges that real-world applications, especially in safety-critical contexts, are subject to a broader range of adversarial attacks than previously assumed and do not always adhere to the ``small perturbation'' constraint initially proposed~\cite{brown2018unrestricted}. -This paradigm shift to a search for more meaningful adversarial examples and ``spacial robustness'' was first proposed by Gilmer et al. in 2018~\cite{gilmer2018motivating} and Engstrom et al. in 2019~\cite{engstrom2019exploring}. It lays the theoretical foundation for our work and we believe it to be the future of adversarial machine learning research. +This paradigm shift towards seeking more meaningful adversarial examples and ``spatial robustness'' was first proposed by Gilmer et al.\ in 2018~\cite{gilmer2018motivating} and further explored by Engstrom et al.\ in 2019~\cite{engstrom2019exploring}. These works lay the theoretical foundation for our research, and we believe this approach to to be the most promising for future research in adversarial machine learning. + +The challenge of defining semantics is central to this discussion. Without perfect representations that align with human judgment functions, we must rely on the best available encoders or semantics preservation metrics~\cite{engstrom2019exploring, herel2023preserving} as proxies. This pragmatic approach acknowledges the limitations of current technology while striving for more meaningful adversarial examples. \begin{figure} \centering @@ -288,52 +290,37 @@ \subsection{Semantics Preserving Adversarial Examples} \label{fig:adversarial_dogs} \end{figure} -The challenge of defining semantics is central to this discussion. Without perfect representations that align with human judgment functions, we must rely on the best available encoders as proxies for semantic preservation~\cite{herel2023preserving}. This pragmatic approach acknowledges the limitations of current technology while striving for more meaningful adversarial examples. - \section{Motivation} One particularly entertaining example of an adversarial attack is the subversion of the conference paper-reviewer assignment model by Eisenhofer et al.~\cite{eisenhofer2023no}, where authors preselect reviewers to gain a competitive advantage. -But adversarial attacks are not limited to academia. They're also a growing concern in industry, where they can have serious consequences for safety critical systems~\cite{9099439, Khadka2022ResilientML, yilmaz2021privacy, apruzzese2023real, kumar2020legal, Cao2020HateGANAG, Nurseitov2022ApplicationOM, Zolotukhin2022AttacksAM}. - - - - -% Microsoft, Google, and Hugging Face are leading companies investing in AI security testing and adversarial example detection. Microsoft has established a dedicated AI Red Team to proactively identify and mitigate AI system vulnerabilities. Google has developed comprehensive AI red teaming procedures documented in their security framework. - +But adversarial attacks are not limited to academia. Machine learning security has become particularly critical as models are deployed in increasingly sensitive and safety-critical applications~\cite{10585001, ifci2023AnalysisOT, 9099439, Khadka2022ResilientML, yilmaz2021privacy, apruzzese2023real, kumar2020legal, Cao2020HateGANAG, Nurseitov2022ApplicationOM, Zolotukhin2022AttacksAM}. +National infrastructure and cyber-physical systems are commonly use machine learning-based protection systems, which can be compromised~\cite{Moradpoor2023TheTO, Chevardin2023AnalysisOA, Ulybyshev2021TrustworthyDA, Halak2022TowardsAP, Rudolph2008DevelopingPS}. A single failure in a nuclear power plant or a water treatment facility or any other critical infrastructure can have catastrophic consequences. -% find motivation to use adversarial examples in safety critical systems. +Adversarial attacks can also compromise credit card fraud detection systems, potentially leading to billions in annual losses~\cite{Gu2022DeepLT, Agarwal2021BlackBoxAE, Tsai2024EffectiveAE}. -% use names of companies for each example. try to find the amount of money they're spending for each example. +In healthcare, malicious actors can manipulate medical imaging systems used for diagnosing conditions like skin cancer and Alzheimer's disease, potentially leading to incorrect diagnoses and treatment decisions~\cite{jogani2022analysis, najafi2024dft}. The vulnerability extends to pandemic management systems, where deep learning algorithms processing data from medical IoT devices, including CT scans and thermal cameras, can be compromised through perturbations~\cite{9154468}. +In autonomous vehicles roadside billboards can be weaponized to display specially crafted videos that manipulate vehicle controllers into performing dangerous maneuvers, such as unexpected lane changes or road departures~\cite{Patel2019AdaptiveAV}. Even more concerning, acoustic attacks can exploit image stabilization hardware to create blurred images that cause object detection systems to misclassify or completely miss critical obstacles~\cite{Ji2021PoltergeistAA}. These vulnerabilities are increasing in sophistication~\cite{Axelrod2017CybersecurityCO}. -% *mlsec in the industry* +This risk is also demonstrated in cybersecurity applications, where phishing website detectors face degradation of 3-10\% from realistic evasion attempts that are both cheap and practical to implement~\cite{Yuan2023MultiSpacePhishET}. In the domain of malware detection mutation systems that combine generative networks with reinforcement learning to create metamorphic malware capable of evading detection systems~\cite{to2023effectiveness}. -% - https://www.robustintelligence.com/ai-application-security -% - https://huggingface.co/blog/hugging-face-wiz-security-blog -% - https://learn.microsoft.com/en-us/security/ai-red-team/ -% - https://www.microsoft.com/en-us/security/blog/2023/08/07/microsoft-ai-red-team-building-future-of-safer-ai/ -% - https://learn.microsoft.com/en-us/security/engineering/failure-modes-in-machine-learning -% - https://services.google.com/fh/files/blogs/google_ai_red_team_digital_final.pdf -% - https://owaspai.org/docs/ai_security_overview/ +This has lead to major companies investing heavily in adversarial machine learning research and security. Microsoft has taken a leading position, spending over \$20 billion on cybersecurity initiatives, with a significant portion dedicated to machine learning security research and their specialized red team operations~\cite{coursera_adversarial_2024}. +Robust Intelligence~\cite{robustintelligence2024}, has raised \$14 million in funding to develop a platform trained to detect more than 100 types of adversarial attacks~\cite{cai2020robust}. Their platform includes both a firewall and a ``red team'' offering to test customer systems against potential threats. -% *mlsec in the industry* - -% - https://www.robustintelligence.com/ai-application-security -% - https://huggingface.co/blog/hugging-face-wiz-security-blog -% - https://learn.microsoft.com/en-us/security/ai-red-team/ -% - https://www.microsoft.com/en-us/security/blog/2023/08/07/microsoft-ai-red-team-building-future-of-safer-ai/ -% - https://learn.microsoft.com/en-us/security/engineering/failure-modes-in-machine-learning -% - https://services.google.com/fh/files/blogs/google_ai_red_team_digital_final.pdf -% - https://owaspai.org/docs/ai_security_overview/ -% - there is no proper cve system yet (see: https://arxiv.org/pdf/2101.10865) +The Defense Advanced Research Projects Agency (DARPA) has granted nearly \$1 million to a research team at UC Riverside, focusing on understanding the vulnerability of computer vision systems to adversarial attacks~\cite{roy2020darpa}. +Open Philanthropy has provided \$330,000 in funding to Carnegie Mellon University to support research on adversarial examples~\cite{openphil2024adversarial}. They have also extended additional funding of \$343,235~\cite{openphil2024adversarial}. +MITRE has formed a significant partnership with Microsoft, collaborating with numerous organizations including Bosch, IBM, NVIDIA, Airbus, Deep Instinct, and PricewaterhouseCoopers to develop the Adversarial Machine Learning Threat Matrix~\cite{mitre2024ml}. This framework helps security analysts detect and respond to threats against machine learning systems. +Hugging Face has partnered with Wiz Research to enhance their platform security, implementing comprehensive vulnerability management and cloud security posture management~\cite{huggingface2024security}. They have also collaborated with Microsoft to develop Picklescan and worked with Trail of Bits to audit their security tools~\cite{huggingface2024security}. +Booz Allen Hamilton, the largest provider of machine learning services for the Federal government, has recently invested in HiddenLayer, a security platform that safeguards machine learning models~\cite{boozallen2023adversarial}. They have developed what they call "the first security platform for machine learning," which uses the MITRE ATLAS framework to help organizations align their security practices with adversarial threats~\cite{boozallen2023adversarialother}. Their platform provides real-time protection against attacks and includes model scanning capabilities to identify vulnerabilities. +The investment trend continues as Booz Allen has also made strategic investments in several other companies working on security, including Shift5, Credo, Hidden Level, Latent, Synthetaic, and Reveal Technology~\cite{boozallen2023adversarialother}. These investments demonstrate the growing recognition of the importance of protecting machine learning systems from adversarial attacks. \section{Threat Modeling} @@ -349,7 +336,10 @@ \section{Threat Modeling} Finally, the attacks can be either focused on preserving the semantic meaning of inputs or exploit the mathematical properties of models without regard for semantic interpretation provides~\cite{browne2020semantics}. -\section{Latents \& Shared Models of Reality} + + + +\section{Latent Representations} The internal latent representations of neural networks, their alignment with human understanding and the resuling gap between the two (the human-machine vision gap~\cite{geirhos2021partial}) is a central theme in adversarial machine learning research. This gap has many practical implications for the robustness and interpretability of machine learning models. @@ -369,7 +359,9 @@ \section{Latents \& Shared Models of Reality} Recent work by Moosavi-Dezfooli et al.\ \cite{moosavi2017universal} have demonstrated the existence of a single perturbation that can fool most models for all naturally occurring images, adding weight to the latter interpretation, though the question remains open. -\section{Open Questions \& Mental Models} + + +\section{Mental Models} The question discussed in the previous section is just one of many that remain open and yet have to be fully explained~\cite{shamir2021dimpled}. Among them are: @@ -384,7 +376,7 @@ \section{Open Questions \& Mental Models} \item Why do adversarial examples transfer between models and time-limited humans~\cite{elsayed2018adversarial}? \end{itemize} -Initially, when Szegedy et al.\ \cite{szegedy2013intriguing} coined the term they proposed that adversarial examples are caused by (1) neural networks developing internal representations that become increasingly disconnected from the input features as they progress through deeper layers, and (2) that these networks fail to maintain the smoothness properties typically assumed in traditional machine learning approaches. The idea was that this lack of smoothness gives them their expressive power, but also makes them vulnerable to these attacks. +Initially, when Szegedy et al.\ \cite{szegedy2013intriguing} coined the term they proposed that adversarial examples are caused by (1) neural networks developing internal representations that become increasingly disconnected from the input features as they progress through deeper layers and (2) that these networks fail to maintain the smoothness properties typically assumed in traditional machine learning approaches. The idea was that this lack of smoothness gives them their expressive power, but also makes them vulnerable to these attacks. \begin{highlightbox} \textbf{Definition:} Manifold \\ @@ -413,7 +405,7 @@ \section{Open Questions \& Mental Models} $$U(x) = -\log P(x) - K(x)$$ - where $P(x)$ is the probability density of the image $x$ under the target distribution, and $K(x)$ is the Kolmogorov complexity of $x$, representing the shortest description of $x$ in a universal programming language. This measure, called a ``universal critic'', captures how well $x$ aligns with both the statistical properties of $P$ and its compressibility. A low value of $U(x)$ indicates that $x$ is realistic, while a high value suggests it is unrealistic~\cite{theis2024makes}. \\ + where $P(x)$ is the probability density of the image $x$ under the target distribution and $K(x)$ is the Kolmogorov complexity of $x$, representing the shortest description of $x$ in a universal programming language. This measure, called a ``universal critic'', captures how well $x$ aligns with both the statistical properties of $P$ and its compressibility. A low value of $U(x)$ indicates that $x$ is realistic, while a high value suggests it is unrealistic~\cite{theis2024makes}. \\ This approach generalizes prior methods by integrating both probabilistic and structural aspects of realism. It highlights that realism depends not only on adherence to statistical patterns (e.g., probabilities or divergences) but also on whether an image can be plausibly generated within the constraints of $P$. While directly computing $K(x)$ is infeasible due to its uncomputability, practical approximations (e.g., compression algorithms or neural network-based critics) can serve as proxies~\cite{theis2024makes}. \\ @@ -424,7 +416,7 @@ \section{Open Questions \& Mental Models} Since then there have been many attempts at finding a cohesive narrative to explain these counter-intuitive properties, each with their own limitations and assumptions \textendash{} some complementary, some contradictory~\cite{ilyas2019adversarial}. -\paragraph{Non-robust features \& concentration of measure in high-dimensions.} Most popularly, Ilyas et al.\ \cite{ilyas2019adversarial} proposed that features that models learn from can be divided in 3 categories: (1) useless featurs, to be discarded by the feature extractor, (2) robust features, which are comprehensible to humans, generalize across multiple datasets and remain stable under small adversarial perturbations, and (3) non-robust features, which are incomprehensible to humans, learned by the supervised model to exploit patterns in the data distribution which are highly effective for the task at hand but also brittle and easily manipulated by adversarial perturbations. The authors suggest that the vulnerability of deep neural networks to adversarial examples is due to their reliance on non-robust features, and inherent to how the models are optimized to minimize the loss function. In essence, the authors argue that adversarial vulnerability is a property of the dataset, not the algorithm and by removing these non-robust features from the training data although the adversarial robustness of the model can be improved, due to information loss of the most predictive features, the model's overall accuracy will decrease. This view is also shared among~\cite{engstrom2019a, raghunathan2018certified, wong2018provable, xiao2018training, cohen2019certified, fawzi2018adversarial, mahloujifar2019curse, shafahi2018adversarial, gilmer2018adversarial, madry2017towards}. +\paragraph{Non-robust features \& concentration of measure in high-dimensions.} Most popularly, Ilyas et al.\ \cite{ilyas2019adversarial} proposed that features that models learn from can be divided in 3 categories: (1) useless featurs, to be discarded by the feature extractor, (2) robust features, which are comprehensible to humans, generalize across multiple datasets and remain stable under small adversarial perturbations and (3) non-robust features, which are incomprehensible to humans, learned by the supervised model to exploit patterns in the data distribution which are highly effective for the task at hand but also brittle and easily manipulated by adversarial perturbations. The authors suggest that the vulnerability of deep neural networks to adversarial examples is due to their reliance on non-robust features and inherent to how the models are optimized to minimize the loss function. In essence, the authors argue that adversarial vulnerability is a property of the dataset, not the algorithm and by removing these non-robust features from the training data although the adversarial robustness of the model can be improved, due to information loss of the most predictive features, the model's overall accuracy will decrease. This view is also shared among~\cite{engstrom2019a, raghunathan2018certified, wong2018provable, xiao2018training, cohen2019certified, fawzi2018adversarial, mahloujifar2019curse, shafahi2018adversarial, gilmer2018adversarial, madry2017towards}. \paragraph{Theoretical constructions which incidentally exploit non-robust features.} A complimenting hypothesis is that because models trained to maximize accuracy will naturally utilize non-robust data, regardless of whether it aligns with human perception~\cite{ilyas2019adversarial} they add a low-magnitude weight to sensitive variables that can get overamplified by adversarial examples~\cite{bubeck2019adversarial, nakkiran2019adversarial}. The assumption is that this happens due to computational constraints or model complexity. @@ -434,7 +426,7 @@ \section{Open Questions \& Mental Models} \paragraph{Test Error in Noise.} There might be a link between robustness to random noise and adversarial attacks~\cite{fawzi2016robustness, lecuyer2019certified, cohen2019certified, ford2019adversarial}. This might imply that adversarial examples exploit inherent weaknesses in how models generalize under noisy or perturbed conditions. -\paragraph{Local Linearity.} Goodfellow, Shlens, and Szegedy et al.\ \cite{goodfellow2014explaining, madry2017towards} argue that even though DNNs are highly nonlinear overall, their behavior in high-dimensional spaces often resembles that of linear models. This makes the models vulnerable to small, targeted perturbations similar to how they're computed by FGSM. However some adversarial examples are successful all while defying the assumption of local linearity and reducing a model's linearity does not necessarily improve its robustness either~\cite{athalye2018obfuscated}. +\paragraph{Local Linearity.} Goodfellow, Shlens and Szegedy et al.\ \cite{goodfellow2014explaining, madry2017towards} argue that even though DNNs are highly nonlinear overall, their behavior in high-dimensional spaces often resembles that of linear models. This makes the models vulnerable to small, targeted perturbations similar to how they're computed by FGSM. However some adversarial examples are successful all while defying the assumption of local linearity and reducing a model's linearity does not necessarily improve its robustness either~\cite{athalye2018obfuscated}. \paragraph{Piecewise-linear decision boundaries.} In the ``dimpled manifold hypothesis''~\cite{shamir2021dimpled} the central claim is that adversarial examples emerge because we attempt to fit high $n-1$ dimensional decision boundaries to inherently low-dimensional data like images (which can be losslessly projected to $k \ll n$ dimensions). This leaves redundant dimensions on which adversarial examples won't be judged, which enables them exist roughly perpendicularly from the true location of the low-dimensional natural image, by using large gradients. In this mental model adversarial examples can be on-manifold or off-manifold, based on the angle of the gradients relative to the data manifold. @@ -448,7 +440,7 @@ \section{Open Questions \& Mental Models} However, despite the experiments being carried out correctly themselves, the chain of reasoning might be flawed, as shown by a succinct (<100 LoC) counterexample by Yannik Kilcher in 2021~\cite{kilcher2021dimpledcode, kilcher2021dimpled}. While the ``Dimpled Manifold Hypothesis'' implies a relatively uniform vulnerability across all dimensions the counterexperiment contradicts these assumptions through successful adversarial attacks constructed by perturbing either an arbitrary subset of selected dimensions or their complement. If the decision boundary truly ``clung'' to the data manifold, restricting perturbations to a subset of dimensions would not have produced successful adversarial examples. The ability to generate adversarial examples in complementary subspaces suggests the decision boundary structure is more complex than just simple dimples. -To summarize, there is no consensus on the root cause of adversarial examples and the field remains an active area of research. The mental models proposed by different researchers are not necessarily mutually exclusive, and it is likely that the true explanation involves a combination of these factors. +To summarize, there is no consensus on the root cause of adversarial examples and the field remains an active area of research. The mental models proposed by different researchers are not necessarily mutually exclusive and it is likely that the true explanation involves a combination of these factors. \section{Defenses}