Batu Ozturkler

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 15

Top Topics

Diffusion Model

Inverse Problems

Probabilistic Reasoning

Convex Optimization

Top Venues

Publications

Arda Sahiner, Tolga Ergen, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci
Scaling Convex Neural Networks with Burer-Monteiro Factorization. ICLR (2024)
Batu Ozturkler, Chao Liu, Benjamin Eckart, Morteza Mardani, Jiaming Song, Jan Kautz
SMRD: SURE-Based Robust MRI Reconstruction with Diffusion Models. MICCAI (3) (2023)
Batu Ozturkler, Nikolay Malkin, Zhen Wang, Nebojsa Jojic
ThinkSum: Probabilistic reasoning over sets using large language models. ACL (1) (2023)
Batu Ozturkler, Chao Liu, Benjamin Eckart, Morteza Mardani, Jiaming Song, Jan Kautz
SMRD: SURE-based Robust MRI Reconstruction with Diffusion Models. CoRR (2023)
Batu Ozturkler, Arda Sahiner, Tolga Ergen, Arjun D. Desai, Christopher M. Sandino, Shreyas Vasanawala, John M. Pauly, Morteza Mardani, Mert Pilanci
GLEAM: Greedy Learning for Large-Scale Accelerated MRI Reconstruction. CoRR (2022)
Tolga Ergen, Arda Sahiner, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci
Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization. ICLR (2022)
Arda Sahiner, Tolga Ergen, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci
Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers. ICML (2022)
Dave Van Veen, Rogier van der Sluijs, Batu Ozturkler, Arjun D. Desai, Christian Bluethgen, Robert D. Boutin, Marc H. Willis, Gordon Wetzstein, David B. Lindell, Shreyas Vasanawala, John M. Pauly, Akshay S. Chaudhari
Scale-Agnostic Super-Resolution in MRI using Feature-Based Coordinate Networks. CoRR (2022)
Arda Sahiner, Tolga Ergen, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci
Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers. CoRR (2022)
Arda Sahiner, Tolga Ergen, Batu Ozturkler, Burak Bartan, John M. Pauly, Morteza Mardani, Mert Pilanci
Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions. ICLR (2022)
Batu Ozturkler, Nikolay Malkin, Zhen Wang, Nebojsa Jojic
ThinkSum: Probabilistic reasoning over sets using large language models. CoRR (2022)
Arda Sahiner, Morteza Mardani, Batu Ozturkler, Mert Pilanci, John M. Pauly
Convex Regularization behind Neural Reconstruction. ICLR (2021)
Arda Sahiner, Tolga Ergen, Batu Ozturkler, Burak Bartan, John M. Pauly, Morteza Mardani, Mert Pilanci
Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions. CoRR (2021)
Tolga Ergen, Arda Sahiner, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci
Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization. CoRR (2021)
Arda Sahiner, Morteza Mardani, Batu Ozturkler, Mert Pilanci, John M. Pauly
Convex Regularization Behind Neural Reconstruction. CoRR (2020)