Arda Sahiner

According to our database, Arda Sahiner authored at least 10 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Scaling Convex Neural Networks with Burer-Monteiro Factorization.

Arda Sahiner, Tolga Ergen, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2022

GLEAM: Greedy Learning for Large-Scale Accelerated MRI Reconstruction.

Batu Ozturkler, Arda Sahiner, Tolga Ergen, Arjun D. Desai, Christopher M. Sandino, Shreyas Vasanawala, John M. Pauly, Morteza Mardani, Mert Pilanci

CoRR, 2022

Scale-Equivariant Unrolled Neural Networks for Data-Efficient Accelerated MRI Reconstruction.

Beliz Gunel, Arda Sahiner, Arjun D. Desai, Akshay S. Chaudhari, Shreyas Vasanawala, Mert Pilanci, John M. Pauly

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers.

Arda Sahiner, Tolga Ergen, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci

Proceedings of the International Conference on Machine Learning, 2022

Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions.

Aaron Mishkin, Arda Sahiner, Mert Pilanci

Proceedings of the International Conference on Machine Learning, 2022

Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions.

Arda Sahiner, Tolga Ergen, Batu Ozturkler, Burak Bartan, John M. Pauly, Morteza Mardani, Mert Pilanci

Proceedings of the Tenth International Conference on Learning Representations, 2022

Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization.

Tolga Ergen, Arda Sahiner, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci

Proceedings of the Tenth International Conference on Learning Representations, 2022

2021

Convex Regularization behind Neural Reconstruction.

Arda Sahiner, Morteza Mardani, Batu Ozturkler, Mert Pilanci, John M. Pauly

Proceedings of the 9th International Conference on Learning Representations, 2021

Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms.

Arda Sahiner, Tolga Ergen, John M. Pauly, Mert Pilanci

Proceedings of the 9th International Conference on Learning Representations, 2021

2019

In situ width estimation of biofuel plant stems.

Arda Sahiner, Franklin Heng, Adith Balamurugan, Avideh Zakhor

Proceedings of the Computational Imaging XVII, Burlingame, 2019