Amir Najafi

Manifold Mixup: Better Representations by Interpolating Hidden States

Vikas Verma, Alex Lamb, Christopher Beckham et al. · arXiv (Cornell University) · 2018 · 477 citations · Full text

Artificial Intelligence, Geometric Learning, Deep Neural Networks +15

Robustness to Adversarial Perturbations in Learning from Incomplete Data

Amir Najafi, Shin‐ichi Maeda, Masanori Koyama et al. · Neural Information Processing Systems · 2019 · 47 citations

Generalization Theory, Engineering, Machine Learning +15

Nonlinear Dimensionality Reduction via Path-Based Isometric Mapping

Amir Najafi, Amir Joudaki, Emad Fatemizadeh · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2015 · 39 citations

Geometric Learning, Engineering, Machine Learning +19

Robustness to Adversarial Perturbations in Learning from Incomplete Data

Amir Najafi, Shin‐ichi Maeda, Masanori Koyama et al. · arXiv (Cornell University) · 2019 · 33 citations · Full text

Generalization Theory, Engineering, Machine Learning +15

Manifold Mixup: Learning Better Representations by Interpolating Hidden States

Vikas Verma, Alex Lamb, Christopher Beckham et al. · 2018 · 29 citations

Artificial Intelligence, Data Augmentation, Machine Vision +15