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Explaining and Harnessing Adversarial Examples

20 December 2014

Papers citing "Explaining and Harnessing Adversarial Examples"

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Title
Delving into Transferable Adversarial Examples and Black-box Attacks Yanpei Liu Xinyun Chen Chang-rui Liu Basel Alomair AAML 209 1,744 0 08 Nov 2016
Semi-supervised deep learning by metric embedding Elad Hoffer Nir Ailon SSL 75 27 0 04 Nov 2016
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 491 3,152 0 04 Nov 2016
Towards Lifelong Self-Supervision: A Deep Learning Direction for Robotics J. M. Wong 79 11 0 01 Nov 2016
Universal adversarial perturbations Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi Omar Fawzi P. Frossard AAML 284 2,534 0 26 Oct 2016
Safety Verification of Deep Neural Networks Xiaowei Huang Marta Kwiatkowska Sen Wang Min Wu AAML 290 945 0 21 Oct 2016
Learning to Protect Communications with Adversarial Neural Cryptography Martín Abadi David G. Andersen FedML GAN 95 213 0 21 Oct 2016
Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches E. Rodner Marcel Simon Robert B. Fisher Joachim Denzler 73 40 0 21 Oct 2016
Digital Makeup from Internet Images Asad Khan Muhammad Ahmad Yudong Guo Ligang Liu DiffM 32 2 0 16 Oct 2016
Are Accuracy and Robustness Correlated? Andras Rozsa Manuel Günther Terrance E. Boult AAML 78 61 0 14 Oct 2016
Assessing Threat of Adversarial Examples on Deep Neural Networks Abigail Graese Andras Rozsa Terrance E. Boult AAML 79 57 0 13 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 603 20,227 0 07 Oct 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 228 3,488 0 07 Oct 2016
DeepDGA: Adversarially-Tuned Domain Generation and Detection Hyrum S. Anderson Jonathan Woodbridge Bobby Filar AAML 99 203 0 06 Oct 2016
Supervision via Competition: Robot Adversaries for Learning Tasks Lerrel Pinto James Davidson Abhinav Gupta SSL 94 82 0 05 Oct 2016
Adversary Resistant Deep Neural Networks with an Application to Malware Detection Qinglong Wang Wenbo Guo Kaixuan Zhang Alexander Ororbia Masashi Sugiyama C. Lee Giles Xue Liu AAML 102 175 0 05 Oct 2016
Technical Report on the CleverHans v2.1.0 Adversarial Examples Library Nicolas Papernot Fartash Faghri Nicholas Carlini Ian Goodfellow Reuben Feinman ... David Berthelot P. Hendricks Jonas Rauber Rujun Long Patrick McDaniel AAML 98 516 0 03 Oct 2016
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 559 2,947 0 15 Sep 2016
Fitted Learning: Models with Awareness of their Limits Navid Kardan Kenneth O. Stanley CLL 79 16 0 07 Sep 2016
Direct Feedback Alignment Provides Learning in Deep Neural Networks Arild Nøkland ODL 206 462 0 06 Sep 2016
Robustness of classifiers: from adversarial to random noise Alhussein Fawzi Seyed-Mohsen Moosavi-Dezfooli P. Frossard AAML 110 376 0 31 Aug 2016
A Boundary Tilting Persepective on the Phenomenon of Adversarial Examples T. Tanay Lewis D. Griffin AAML 103 272 0 27 Aug 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 290 8,604 0 16 Aug 2016
A study of the effect of JPG compression on adversarial images Gintare Karolina Dziugaite Zoubin Ghahramani Daniel M. Roy AAML 96 536 0 02 Aug 2016
Early Methods for Detecting Adversarial Images Dan Hendrycks Kevin Gimpel AAML 105 236 0 01 Aug 2016
Unsupervised Learning from Continuous Video in a Scalable Predictive Recurrent Network Filip Piekniewski Patryk A. Laurent Csaba Petre Micah Richert Dimitry Fisher Todd Hylton 56 17 0 22 Jul 2016
On the Effectiveness of Defensive Distillation Nicolas Papernot Patrick McDaniel AAML 64 65 0 18 Jul 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 600 5,922 0 08 Jul 2016
Towards Verified Artificial Intelligence Sanjit A. Seshia Dorsa Sadigh S. Shankar Sastry 128 203 0 27 Jun 2016
Concrete Problems in AI Safety Dario Amodei C. Olah Jacob Steinhardt Paul Christiano John Schulman Dandelion Mané 312 2,406 0 21 Jun 2016
On the Expressive Power of Deep Neural Networks M. Raghu Ben Poole Jon M. Kleinberg Surya Ganguli Jascha Narain Sohl-Dickstein 106 791 0 16 Jun 2016
Adversarial Perturbations Against Deep Neural Networks for Malware Classification Kathrin Grosse Nicolas Papernot Praveen Manoharan Michael Backes Patrick McDaniel AAML 106 419 0 14 Jun 2016
Dense Associative Memory for Pattern Recognition Dmitry Krotov J. Hopfield 120 348 0 03 Jun 2016
Deep convolutional neural networks for predominant instrument recognition in polyphonic music Yoonchang Han Jae‐Hun Kim Kyogu Lee 82 207 0 31 May 2016
Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples Nicolas Papernot Patrick McDaniel Ian Goodfellow SILM AAML 119 1,744 0 24 May 2016
Measuring Neural Net Robustness with Constraints Osbert Bastani Yani Andrew Ioannou Leonidas Lampropoulos Dimitrios Vytiniotis A. Nori A. Criminisi AAML 106 424 0 24 May 2016
Adversarial Diversity and Hard Positive Generation Andras Rozsa Ethan M. Rudd Terrance E. Boult 112 257 0 05 May 2016
Crafting Adversarial Input Sequences for Recurrent Neural Networks Nicolas Papernot Patrick McDaniel A. Swami Richard E. Harang AAML GAN SILM 81 457 0 28 Apr 2016
Makeup like a superstar: Deep Localized Makeup Transfer Network Si Liu Xinyu Ou Ruihe Qian Wei Wang Xiaochun Cao OOD 86 89 0 25 Apr 2016
Humans and deep networks largely agree on which kinds of variation make object recognition harder Saeed Reza Kheradpisheh M. Ghodrati M. Ganjtabesh T. Masquelier OOD 60 34 0 21 Apr 2016
Improving the Robustness of Deep Neural Networks via Stability Training Stephan Zheng Yang Song Thomas Leung Ian Goodfellow OOD 58 639 0 15 Apr 2016
Understanding How Image Quality Affects Deep Neural Networks Samuel F. Dodge Lina Karam VLM 89 732 0 14 Apr 2016
A General Retraining Framework for Scalable Adversarial Classification Bo Li Yevgeniy Vorobeychik Xinyun Chen AAML 69 32 0 09 Apr 2016
Reasoning About Pragmatics with Neural Listeners and Speakers Jacob Andreas Dan Klein ReLM LRM 111 175 0 02 Apr 2016
Evolution of active categorical image classification via saccadic eye movement Randal S. Olson J. Moore C. Adami 42 4 0 27 Mar 2016
A Novel Biologically Mechanism-Based Visual Cognition Model--Automatic Extraction of Semantics, Formation of Integrated Concepts and Re-selection Features for Ambiguity Peijie Yin Hong Qiao Wei Wu Lu Qi Yinlin Li Shanlin Zhong Bo Zhang 21 8 0 25 Mar 2016
Deep Learning in Bioinformatics Seonwoo Min Byunghan Lee Sungroh Yoon AI4CE 3DV 112 1,364 0 21 Mar 2016
A Survey of Stealth Malware: Attacks, Mitigation Measures, and Steps Toward Autonomous Open World Solutions Ethan M. Rudd Andras Rozsa Manuel Günther Terrance E. Boult 93 156 0 19 Mar 2016
Suppressing the Unusual: towards Robust CNNs using Symmetric Activation Functions Qiyang Zhao Lewis D. Griffin AAML 71 28 0 16 Mar 2016
Multifaceted Feature Visualization: Uncovering the Different Types of Features Learned By Each Neuron in Deep Neural Networks Anh Totti Nguyen J. Yosinski Jeff Clune 117 330 0 11 Feb 2016