Surbhi Goel
California University of Pennsylvania(US)
Publications by Year
Research Areas
Machine Learning and Algorithms, Neural Networks and Applications, Stochastic Gradient Optimization Techniques, Domain Adaptation and Few-Shot Learning, Machine Learning and Data Classification
Most-Cited Works
- → Reliably Learning the ReLU in Polynomial Time(2016)54 cited
- → Learning Neural Networks with Two Nonlinear Layers in Polynomial Time(2017)34 cited
- → Quantifying Perceptual Distortion of Adversarial Examples(2019)31 cited
- → Learning One Convolutional Layer with Overlapping Patches(2018)30 cited
- Learning Depth-Three Neural Networks in Polynomial Time.(2017)
- → Time/Accuracy Tradeoffs for Learning a ReLU with respect to Gaussian Marginals(2019)17 cited
- → Gone Fishing: Neural Active Learning with Fisher Embeddings(2021)16 cited
- → Understanding Contrastive Learning Requires Incorporating Inductive Biases(2022)15 cited