Recht, Benjamin

Understanding deep learning requires rethinking generalization

Zhang, C., Bengio, S., Hardt, M., Recht, B., & Vinyals, O. (2016) · arXiv

Stochastic Gradient Optimization TechniquesNeural Networks and Applications

Cited by 2,838

Understanding deep learning (still) requires rethinking generalization

Zhang, C., Bengio, S., Hardt, M., Recht, B., & Vinyals, O. (2021) · Communications of the ACM

Stochastic Gradient Optimization TechniquesNeural Networks and Applications

Cited by 2,400

Hogwild: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent

Niu, F., Recht, B., Re, C., & Wright, S. J. (2011) · arXiv

Stochastic Gradient Optimization TechniquesParallel Computing and Optimization Techniques

Cited by 1,211

Do ImageNet Classifiers Generalize to ImageNet?

Recht, B., Roelofs, R., Schmidt, L., & Shankar, V. (2019) · arXiv

Domain Adaptation and Few-Shot LearningAdvanced Neural Network Applications

Cited by 790

Measuring Robustness to Natural Distribution Shifts in Image Classification

Taori, R., Dave, A., Shankar, V., Carlini, N., Recht, B., & Schmidt, L. (2020) · arXiv

Adversarial Robustness in Machine LearningDomain Adaptation and Few-Shot Learning

Cited by 206

Least-squares temporal difference learning for the linear quadratic regulator

Tu, S., & Recht, B. (2017) · arXiv

Reinforcement Learning in RoboticsAdaptive Dynamic Programming Control

Cited by 74

The Effect of Natural Distribution Shift on Question Answering Models

Miller, J., Krauth, K., Recht, B., & Schmidt, L. (2020) · arXiv

Topic ModelingNatural Language Processing Techniques

Cited by 74

Meaningless comparisons lead to false optimism in medical machine learning

DeMasi, O., Kording, K., & Recht, B. (2017) · PLoS ONE

Artificial Intelligence in HealthcareMental Health Research Topics

Cited by 63

Do Image Classifiers Generalize Across Time?

Shankar, V., Dave, A., Roelofs, R., Ramanan, D., Recht, B., & Schmidt, L. (2019) · arXiv

Advanced Neural Network ApplicationsAdversarial Robustness in Machine Learning

Cited by 37

Finite-Data Performance Guarantees for the Output-Feedback Control of an Unknown System

Boczar, R., Matni, N., & Recht, B. (2018) · 2018 IEEE Conference on Decision and Control (CDC)

Control Systems and IdentificationAdvanced Control Systems Optimization

Cited by 33

On kernel methods for covariates that are rankings

Mania, H., Ramdas, A., Wainwright, M. J., Jordan, M. I., & Recht, B. (2018) · Electronic Journal of Statistics

Machine Learning and ELMMachine Learning and Algorithms

Cited by 18

Model Similarity Mitigates Test Set Overuse

Mania, H., Miller, J., Schmidt, L., Hardt, M., & Recht, B. (2019) · arXiv

Machine Learning and Data ClassificationStochastic Gradient Optimization Techniques

Cited by 11

Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information

Rolf, E., Jordan, M. I., & Recht, B. (2020) · arXiv

Spatial and Panel Data AnalysisMachine Learning and Data Classification

Cited by 3