Logan Engstrom
- Adversarial Examples Are Not Bugs, They Are Features
2019/05/06 by Andrew Ilyas, Shibani Santurkar, Ilyas, Andrew +10 · 6 voices · 62 citations
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #cs.CR #cs.CV #cs.LG #stat.ML
- Optimizing ML Training with Metagradient Descent
2025/03/17 by Logan Engstrom, Engstrom, Logan, Andrew Ilyas +9 · 12 voices · 8 citations
#stat.ML #cs.AI #cs.LG
- Robustness May Be at Odds with Accuracy
2018/05/30 by Dimitris Tsipras, Tsipras, Dimitris, Shibani Santurkar +7 · 62 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- Noise or Signal: The Role of Image Backgrounds in Object Recognition
2020/06/17 by Kai Xiao, Xiao, Kai, Logan Engstrom +5 · 29 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Exploring the Landscape of Spatial Robustness
2017/12/07 by Logan Engstrom, Brandon Tran, Engstrom, Logan +7 · 22 citations
Environmental Science · #Land Use and Ecosystem Services
- OpenAI GPT-5 System Card
2025/12/19 by Aaditya Singh, Adam Fry, Adam Perelman +483 · 2 voices · 36 citations
#cs.CL #cs.AI
- Prior Convictions: Black-Box Adversarial Attacks with Bandits and Priors
2018/07/20 by Andrew Ilyas, Logan Engstrom, Ilyas, Andrew +3 · 10 citations
Computer Science · Psychology · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Deception detection and forensic psychology #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- DsDm: Model-Aware Dataset Selection with Datamodels
2024/01/23 by Logan Engstrom, Á. Feldmann, Engstrom, Logan +3 · 16 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Natural Language Processing Techniques #Topic Modeling
- From ImageNet to Image Classification: Contextualizing Progress on Benchmarks
2020/05/22 by Dimitris Tsipras, Tsipras, Dimitris, Shibani Santurkar +7 · 9 citations
Computer Science · Medicine · #Mobile Crowdsensing and Crowdsourcing #Data Stream Mining Techniques #COVID-19 diagnosis using AI
- Query-Efficient Black-box Adversarial Examples (superceded)
2017/12/19 by Andrew Ilyas, Logan Engstrom, Ilyas, Andrew +5 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
- Image Synthesis with a Single (Robust) Classifier
2019/06/06 by Shibani Santurkar, Dimitris Tsipras, Santurkar, Shibani +9 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- MAGIC: Near-Optimal Data Attribution for Deep Learning
2025/04/23 by Andrew Ilyas, Ilyas, Andrew, Logan Engstrom +1 · 4 citations
Computer Science · #Neural Networks and Applications
- DataMIL: Selecting Data for Robot Imitation Learning with Datamodels
2025/05/14 by Shivin Dass, Dass, Shivin, Alaa Khaddaj +9 · 6 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO)
- Unadversarial Examples: Designing Objects for Robust Vision
2020/12/22 by Hadi Salman, Salman, Hadi, Andrew Ilyas +9 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Machine Learning and Algorithms
- When does Bias Transfer in Transfer Learning?
2022/07/06 by Hadi Salman, Saachi Jain, Salman, Hadi +9 · 1 citation
Computer Science · Medicine · #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications