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This week on the NLP deep dive we'll be covering 5 types of adversarial attacks on large language models (like BERT or GPT-3) and mitigation ...
YouTube-Rachael Tatman
2022/08/02動画の見どころ1/10枚目 Welcome
動画の見どころ2/10枚目 An Adversarial Attack
動画の見どころ3/10枚目 Stealing Machine Learning Models via Prediction
動画の見どころ4/10枚目 Poisoning
動画の見どころ5/10枚目 Potential Mitigations
動画の見どころ6/10枚目 Embedding Distances
動画の見どころ7/10枚目 Language Model Designed To Create Undesirable Output from the Model
動画の見どころ8/10枚目 Toxic Language Detection
動画の見どころ9/10枚目 Triggers
動画の見どころ10/10枚目 Pii Leakage
Adversarial Examples, Perturbation Attack, PGD (Iterated-GSM), Black-box Attacks, Adversarial Training Lecturer: Niv Haim.
YouTube-Tali Dekel
2021/05/06動画の見どころ1/9枚目 Brief recap on training neural networks
動画の見どころ2/9枚目 Generating an Adversarial Example
動画の見どころ3/9枚目 What is an Adversarial Example?
動画の見どころ4/9枚目 FGSM - example on MNIST
動画の見どころ5/9枚目 Perturbation Attack (optimization)
動画の見どころ6/9枚目 PGD (Projected Gradient Descent)
動画の見どころ7/9枚目 PGD (a.k.a Iterated-GSM)
動画の見どころ8/9枚目 Adversarial Training - Other Datasets
動画の見どころ9/9枚目 Adversarial Examples - Summary
Interested in AI security? This workshop will guide you through various types of adversarial attack and defense techniques to have a better ...
YouTube-Machine Learning and Data Analytics at EEE NTU
2022/03/04動画の見どころ1/10枚目 Applications of Machine Learning
動画の見どころ2/10枚目 Background of AI Security
動画の見どころ3/10枚目 Evasion attack
動画の見どころ4/10枚目 Model Extraction Attack
動画の見どころ5/10枚目 Difference between Neural Network and Black Box Model
動画の見どころ6/10枚目 Installation and Folder Structure
動画の見どころ7/10枚目 Loading MNIST dataset
動画の見どころ8/10枚目 Adversarial Test Dataset
動画の見どころ9/10枚目 Loading the Model
動画の見どころ10/10枚目 Wrap up
Course Webpage: http://www.cs.umd.edu/class/fall2020/cmsc828W/
YouTube-Soheil Feizi
2020/09/24ShapeShifter is the first targeted physical adversarial attack on Faster R-CNN object detectors. This video shows a real-world demonstration ...
YouTube-Polo Club of Data Science
2018/09/02In this video, I discuss Adversarial Attacks in machine learning. I begin by introducing adversarial attacks and their varieties, and then ...
YouTube-Halfling Wizard
2021/08/01... adversarial examples can be used to attack machine learning systems. We discuss potential defenses against adversarial examples, and uses ...
YouTube-Stanford University School of Engineering
2017/08/11動画の見どころ1/10枚目 Adversarial Examples and Adversarial Training
動画の見どころ2/10枚目 Attacking Linear Models
動画の見どころ3/10枚目 Gradient-based adversarial examples
動画の見どころ4/10枚目 Misclassification Errors
動画の見どころ5/10枚目 Replacing the last layer of the model
動画の見どころ6/10枚目 Misclassification
動画の見どころ7/10枚目 Adversarial Examples Transfer Between Machine Learning Models
動画の見どころ8/10枚目 The Universal Approximator Theorem
動画の見どころ9/10枚目 Conclusion
動画の見どころ10/10枚目 Q&A: How is the dimension of the adversarial subspace related to the dimension of the input?
Pen and paper fool OpenAI!” Typographic attacks in the wild. Or not. Ms. Coffee Bean rants about the typographic attacks on OpenAI's CLIP.
YouTube-AI Coffee Break with Letitia
2021/03/18Machine Learning technology isn't perfect, it's vulnerable to many different types of attacks! In this episode, I'll explain 2 common types ...
YouTube-Siraj Raval
2019/10/01By: John X. Morris, Eli Lifland, Jin Yong Yoo, Jake Grigsby, Di Jin, Yanjun Qi 1 Department of Computer Science, University of Virginia 2 ...
YouTube-Yanjun Qi
2020/09/04Hint: Stay until the end of the video for an adversarial attack compilation! Ever wondered what adversarial attacks are?
YouTube-AI Coffee Break with Letitia
2020/07/24動画の見どころ1/8枚目 Difference between GANs and Adversarial ML
動画の見どころ2/8枚目 Noise Attack
動画の見どころ3/8枚目 Fast Gradient Sign Method (FGSM)
動画の見どころ4/8枚目 Targeted vs Untargeted
動画の見どころ5/8枚目 White box vs Black box
動画の見どころ6/8枚目 Adversarial examples
動画の見どころ7/8枚目 Defenses against adversarial attacks
動画の見どころ8/8枚目 Aversarial examples COMPILATION
Purdue University | ECE 595ML | Machine Learning | Spring 2020 Instructor: Professor Stanley Chan URL: ...
YouTube-Stanley Chan
2020/12/28In this tutorial, we will discuss adversarial attacks on deep image classification models. As we have seen in many of the previous tutorials ...
YouTube-UvA Deep Learning course
2021/10/09Dr Andrew Cullen, Research Fellow In Adversarial Machine Learning, School of Computing and Information Systems at the University of ...
YouTube-The University of Melbourne
2021/09/23動画の見どころ1/10枚目 Intro
動画の見どころ2/10枚目 Incentives to manipulate model behaviour
動画の見どころ3/10枚目 Generalized label-flipping attack
動画の見どころ4/10枚目 Trade-off between accuracy and robustness
動画の見どころ5/10枚目 What is certified robustness?
動画の見どころ6/10枚目 Robustness and differential privacy
動画の見どころ7/10枚目 Analytic relationship between class probabilities and certification radius
動画の見どころ8/10枚目 Advantage of noise-based mechanisms
動画の見どころ9/10枚目 Adversarial Examples in the Real World
動画の見どころ10/10枚目 Conclusion
Support us on Patreon: https://www.patreon.com/TwoMinutePapers The paper "Adversarial Examples Are Not Bugs, They Are Features" is ...
YouTube-Two Minute Papers
2019/09/10Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks Ambra Demontis, University of Cagliari, ...
YouTube-USENIX
2019/09/26Your browser can't play this video. Learn more.
YouTube-Sean Yamamoto
2022/11/07Battista Biggio | Machine Learning Security: Adversarial Attacks and Defenses ... Gradient with respect to input in PyTorch (FGSM attack + ...
YouTube-RAIL
2021/04/17動画の見どころ1/10枚目 Adversarial Examples
動画の見どころ2/10枚目 Formal definition of adversarial examples
動画の見どころ3/10枚目 Defenses against adversarial attacks
動画の見どころ4/10枚目 Anchoring Attack
動画の見どころ5/10枚目 Delta Attacks
動画の見どころ6/10枚目 Conclusion
動画の見どころ7/10枚目 Zero-Shot Blackbox Attacks
動画の見どころ8/10枚目 Gradient estimation tricks
動画の見どころ9/10枚目 Adversarial Training
動画の見どころ10/10枚目 Defenses: Adversarial Training
... adversarial robustness: - Optimization pressure - Projected gradient attack (PGD) - Untargeted vs targeted attacks - Adversarial evaluation ...
YouTube-Center for AI Safety
2022/07/25Adversarial Examples
Other Motivations for Researching Adversarial Robustness
Adversarial Example for a Simple Binary Classifier
Adversarial Attack That Conforms to the Lp Threat Model
Pseudo Code
Adversarial Attacks and Adversarial Training
Testing the Robustness of Models
Broader Threat Model
Factors That Influence an Adversary's Strength
Robustness Guarantees
A talk from the Toronto Machine Learning Summit: https://torontomachinelearning.com/ The video is hosted by https://towardsdatascience.com/ ...
YouTube-Towards Data Science
2020/05/19