Goodfellow, Ian

Generative adversarial networks

Goodfellow, I., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., & Bengio, Y. (2020) · Communications of the ACM

Generative Adversarial Networks and Image SynthesisAdversarial Robustness in Machine Learning

Cited by 18,384

Explaining and Harnessing Adversarial Examples

Goodfellow, I. J., Shlens, J., & Szegedy, C. (2014) · arXiv

Adversarial Robustness in Machine LearningSecurity and Verification in Computing

Cited by 10,381

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

Abadi, M., Agarwal, A., Barham, P., Brevdo, E., Chen, Z., Citro, C., Corrado, G. S., Davis, A., Dean, J., Devin, M., et al. (2016) · arXiv

Parallel Computing and Optimization TechniquesCloud Computing and Resource Management

Cited by 9,408

Intriguing properties of neural networks

Szegedy, C., Zaremba, W., Sutskever, I., Bruna, J., Erhan, D., Goodfellow, I., & Fergus, R. (2013) · arXiv

Adversarial Robustness in Machine LearningNeural Networks and Applications

Cited by 8,143

Improved Techniques for Training GANs

Salimans, T., Goodfellow, I., Zaremba, W., Cheung, V., Radford, A., & Chen, X. (2016) · arXiv

Generative Adversarial Networks and Image SynthesisDomain Adaptation and Few-Shot Learning

Cited by 6,965

Deep Learning with Differential Privacy

Abadi, M., Chu, A., Goodfellow, I., McMahan, H. B., Mironov, I., Talwar, K., & Zhang, L. (2016) · Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security

Privacy-Preserving Technologies in DataStochastic Gradient Optimization Techniques

Cited by 6,578

Adversarial examples in the physical world

Kurakin, A., Goodfellow, I. J., & Bengio, S. (2018) · Artificial Intelligence Safety and Security

Adversarial Robustness in Machine LearningDigital Media Forensic Detection

Cited by 5,375

Generative Adversarial Networks

Goodfellow, I. J., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., & Bengio, Y. (2014) · arXiv

Generative Adversarial Networks and Image SynthesisTopic Modeling

Cited by 4,477

Practical Black-Box Attacks against Machine Learning

Papernot, N., McDaniel, P., Goodfellow, I., Jha, S., Celik, Z. B., & Swami, A. (2017) · Proceedings of the 2017 ACM on Asia Conference on Computer and Communications Security

Adversarial Robustness in Machine LearningSecurity and Verification in Computing

Cited by 3,495

Self-Attention Generative Adversarial Networks

Zhang, H., Goodfellow, I., Metaxas, D., & Odena, A. (2018) · arXiv

Generative Adversarial Networks and Image SynthesisAdvanced Neural Network Applications

Cited by 3,353

Adversarial machine learning at scale

Kurakin, A., Goodfellow, I., & Bengio, S. (2016) · arXiv

Adversarial Robustness in Machine LearningSecurity and Verification in Computing

Cited by 2,325

Ensemble Adversarial Training: Attacks and Defenses

Tramèr, F., Kurakin, A., Papernot, N., Goodfellow, I., Boneh, D., & McDaniel, P. (2017) · arXiv

Adversarial Robustness in Machine LearningSecurity and Verification in Computing

Cited by 2,176

Challenges in Representation Learning: A Report on Three Machine Learning Contests

Goodfellow, I. J., Erhan, D., Carrier, P. L., Courville, A., Mirza, M., Hamner, B., Cukierski, W., Tang, Y., Thaler, D., Lee, D.-H., et al. (2013) · Lecture Notes in Computer Science

Domain Adaptation and Few-Shot LearningMachine Learning and Data Classification

Cited by 1,719

Adversarial Autoencoders

Makhzani, A., Shlens, J., Jaitly, N., Goodfellow, I., & Frey, B. (2015) · arXiv

Generative Adversarial Networks and Image SynthesisAdversarial Robustness in Machine Learning

Cited by 1,579

Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples

Papernot, N., McDaniel, P., & Goodfellow, I. (2016) · arXiv

Adversarial Robustness in Machine LearningSecurity and Verification in Computing

Cited by 1,326

Sanity Checks for Saliency Maps

Adebayo, J., Gilmer, J., Muelly, M., Goodfellow, I., Hardt, M., & Kim, B. (2018) · arXiv

Explainable Artificial Intelligence (XAI)Visual Attention and Saliency Detection

Cited by 1,294

An Empirical Investigation of Catastrophic Forgetting in Gradient-Based Neural Networks

Goodfellow, I. J., Mirza, M., Xiao, D., Courville, A., & Bengio, Y. (2013) · arXiv

Domain Adaptation and Few-Shot LearningNeural Networks and Applications

Cited by 1,089

Theano: new features and speed improvements

Bastien, F., Lamblin, P., Pascanu, R., Bergstra, J., Goodfellow, I., Bergeron, A., Bouchard, N., Warde-Farley, D., & Bengio, Y. (2012) · arXiv

Parallel Computing and Optimization TechniquesNeural Networks and Applications

Cited by 1,005

Maxout Networks

Goodfellow, I. J., Warde-Farley, D., Mirza, M., Courville, A., & Bengio, Y. (2013) · arXiv

Neural Networks and ApplicationsAdvanced Neural Network Applications

Cited by 935

Realistic Evaluation of Deep Semi-Supervised Learning Algorithms

Oliver, A., Odena, A., Raffel, C., Cubuk, E. D., & Goodfellow, I. J. (2018) · arXiv

Machine Learning and AlgorithmsDomain Adaptation and Few-Shot Learning

Cited by 772

Unsupervised Learning for Physical Interaction through Video Prediction

Finn, C., Goodfellow, I., & Levine, S. (2016) · arXiv

Reinforcement Learning in RoboticsRobot Manipulation and Learning

Cited by 759

Challenges in representation learning: A report on three machine learning contests

Goodfellow, I. J., Erhan, D., Luc Carrier, P., Courville, A., Mirza, M., Hamner, B., Cukierski, W., Tang, Y., Thaler, D., Lee, D.-H., et al. (2015) · Neural Networks

Domain Adaptation and Few-Shot LearningMachine Learning and Data Classification

Cited by 697

Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks

Goodfellow, I. J., Bulatov, Y., Ibarz, J., Arnoud, S., & Shet, V. (2013) · arXiv

Handwritten Text Recognition TechniquesVehicle License Plate Recognition

Cited by 582

Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data

Papernot, N., Abadi, M., Erlingsson, Ú., Goodfellow, I., & Talwar, K. (2016) · arXiv

Privacy-Preserving Technologies in DataAdversarial Robustness in Machine Learning

Cited by 492