Amir Najafi

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 11

Top Topics

Dimensionality Reduction

Laplacian Eigenmaps

Statistical Learning

Top Venues

IEEE ACM Trans. Comput. Biol. Bioinform.

Publications

Seyed Amir Hossein Saberi, Amir Najafi, Alireza Heidari, Mohammad Hosein Movasaghinia, Abolfazl S. Motahari, Babak H. Khalaj
Out-Of-Domain Unlabeled Data Improves Generalization. ICLR (2024)
Amir Hossein Saberi, Amir Najafi, Seyed Abolfazl Motahari, Babak H. Khalaj
Sample Complexity Bounds for Learning High-dimensional Simplices in Noisy Regimes. CoRR (2022)
Armin Karamzade, Amir Najafi, Seyed Abolfazl Motahari
Regularizing Recurrent Neural Networks via Sequence Mixup. CoRR (2020)
Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, David Lopez-Paz, Yoshua Bengio
Manifold Mixup: Better Representations by Interpolating Hidden States. ICML (2019)
Amir Najafi, Sepehr Janghorbani, Seyed Abolfazl Motahari, Emad Fatemizadeh
Statistical Association Mapping of Population-Structured Genetic Data. IEEE ACM Trans. Comput. Biol. Bioinform. 16 (2) (2019)
Amir Najafi, Shin-ichi Maeda, Masanori Koyama, Takeru Miyato
Robustness to Adversarial Perturbations in Learning from Incomplete Data. CoRR (2019)
Amir Najafi, Shin-ichi Maeda, Masanori Koyama, Takeru Miyato
Robustness to Adversarial Perturbations in Learning from Incomplete Data. NeurIPS (2019)
Amir Najafi, Saeed Ilchi, Amir H. Saberi, Abolfazl S. Motahari, Babak H. Khalaj, Hamid R. Rabiee
On Statistical Learning of Simplices: Unmixing Problem Revisited. CoRR (2018)
Amir Najafi, Abolfazl S. Motahari, Hamid R. Rabiee
Reliable Learning of Bernoulli Mixture Models. CoRR (2017)
Amir Najafi, Damoun Nashta-ali, Abolfazl Seyed Motahari, Mehrdad Khani, Babak Hossein Khalaj, Hamid R. Rabiee
Fundamental Limits of Pooled-DNA Sequencing. CoRR (2016)
Amir Najafi, Amir Joudaki, Emad Fatemizadeh
Nonlinear Dimensionality Reduction via Path-Based Isometric Mapping. IEEE Trans. Pattern Anal. Mach. Intell. 38 (7) (2016)
Amir Najafi, Amir Joudaki, Emad Fatemizadeh
Nonlinear Dimensionality Reduction via Path-Based Isometric Mapping. CoRR (2013)
Shayan Dashmiz, S. M. Mansouri, Amir Najafi, Farrokh Marvasti
Sum capacity bounds and design of errorless codes for binary asynchronous CDMA systems. ICT (2012)
Amir Najafi, Ali Siahkoohi, Mohammad B. Shamsollahi
A content-based digital image watermarking algorithm robust against JPEG compression. ISSPIT (2011)