Rebecca Roelofs
Google (United States)(US)
Publications by Year
Research Areas
Domain Adaptation and Few-Shot Learning, Autonomous Vehicle Technology and Safety, Advanced Neural Network Applications, Historical Geography and Cartography, Satellite Image Processing and Photogrammetry
Most-Cited Works
- → The Marginal Value of Adaptive Gradient Methods in Machine Learning(2017)552 cited
- → Do ImageNet Classifiers Generalize to ImageNet?(2019)396 cited
- → Robust fine-tuning of zero-shot models(2022)358 cited
- → Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time(2022)205 cited
- Do ImageNet Classifiers Generalize to ImageNet(2019)
- → Do CIFAR-10 Classifiers Generalize to CIFAR-10?(2018)133 cited
- A Meta-Analysis of Overfitting in Machine Learning(2019)
- → AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain\n Adaptation(2021)60 cited
- → Imitation Is Not Enough: Robustifying Imitation with Reinforcement Learning for Challenging Driving Scenarios(2023)60 cited