Adversarial Machine Learning Practices

This cluster studies adversarial techniques in machine learning and their implications for security. It emphasizes the development of defenses against vulnerabilities in machine learning models.

Adversarial Learning
Machine Learning
Security
Model Vulnerabilities
Defense Techniques

9,566 papers

Parent topic: Intelligent Systems and Learning

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Papers Over Time

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Top Papers

Fuzzy Identity-Based Encryption

2005 · 2,239 citations

Practical Black-Box Attacks Against Machine Learning

2017 · 1,884 citations

Model Inversion Attacks That Exploit Confidence Information And Basic Countermeasures

2015 · 1,548 citations

Neural Cleanse: Identifying And Mitigating Backdoor Attacks In Neural Networks

2019 · 660 citations

Trojaning Attack On Neural Networks

2018 · 551 citations

Machine Learning In IoT Security: Current Solutions And Future Challenges

2020 · 512 citations

The Security Of Machine Learning

2010 · 500 citations

Can Machine Learning Be Secure?

2006 · 485 citations

A Survey On The Detection Algorithms For False Data Injection Attacks In Smart Grids

2020 · 469 citations

Introducing The Global Terrorism Database

2007 · 450 citations

Detecting Stealthy False Data Injection Using Machine Learning In Smart Grid

2017 · 431 citations

Machine Learning Classification Over Encrypted Data

2015 · 411 citations

Secure And Robust Machine Learning For Healthcare: A Survey

2021 · 337 citations

Security Evaluation Of Pattern Classifiers Under Attack

2014 · 292 citations

Protecting Intellectual Property Of Deep Neural Networks With Watermarking

2018 · 281 citations

A Survey On Security Threats And Defensive Techniques Of Machine Learning: A Data Driven View

2018 · 281 citations

Quantification Of Energy And Carbon Costs For Mining Cryptocurrencies

2018 · 273 citations

Distributed Krein Space-Based Attack Detection Over Sensor Networks Under Deception Attacks

2019 · 272 citations

Efficient Decision-Based Black-Box Adversarial Attacks On Face Recognition

2019 · 268 citations

Review Of Artificial Intelligence Adversarial Attack And Defense Technologies

2019 · 255 citations