Najafi, Amir

7 publications

ICML 2025 Certifiably Robust Model Evaluation in Federated Learning Under Meta-Distributional Shifts Amir Najafi, Samin Mahdizadeh Sani, Farzan Farnia

NeurIPS 2025 ‌Navigating the MIL Trade-Off: Flexible Pooling for Whole Slide Image Classification Hossein Jafarinia, Danial Hamdi, Amirhossein Alamdar, Elahe Zahiri, Soroush Vafaie Tabar, Alireza Alipanah, Nahal Mirzaie, Saeed Razavi, Amir Najafi, Mohammad Hossein Rohban

NeurIPS 2024 Gradual Domain Adaptation via Manifold-Constrained Distributionally Robust Optimization Amirhossein Saberi, Amir Najafi, Amin Behjati, Ala Emrani, Yasaman Zolfit, Mahdi Shadrooy, Abolfazl Motahari, Babak H. Khalaj

ICLR 2024 Out-of-Domain Unlabeled Data Improves Generalization Seyed Amir Hossein Saberi, Amir Najafi, Alireza Heidari, Mohammad Hosein Movasaghinia, Abolfazl Motahari, Babak Khalaj

ICML 2023 Sample Complexity Bounds for Learning High-Dimensional Simplices in Noisy Regimes Seyed Amir Hossein Saberi, Amir Najafi, Abolfazl Motahari, Babak Khalaj

ICML 2019 Manifold Mixup: Better Representations by Interpolating Hidden States Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, David Lopez-Paz, Yoshua Bengio

NeurIPS 2019 Robustness to Adversarial Perturbations in Learning from Incomplete Data Amir Najafi, Shin-ichi Maeda, Masanori Koyama, Takeru Miyato