Avoiding Communication in Proximal Methods for Convex Optimization Problems. - Saeed Soori; Aditya Devarakonda; James Demmel; Mert Gürbüzbalaban; Maryam Mehri Dehnavi (CoRR, 2017)

Reducing Communication in Proximal Newton Methods for Sparse Least Squares Problems. - Saeed Soori; Aditya Devarakonda; Zachary Blanco; James Demmel; Mert Gürbüzbalaban; Maryam Mehri Dehnavi (ICPP, 2018)

MatRox: A Model-Based Algorithm with an Efficient Storage Format for Parallel HSS-Structured Matrix Approximations. - Bangtian Liu; Kazem Cheshmi; Saeed Soori; Maryam Mehri Dehnavi (CoRR, 2018)

ASYNC: Asynchronous Machine Learning on Distributed Systems. - Saeed Soori; Bugra Can; Mert Gürbüzbalaban; Maryam Mehri Dehnavi (CoRR, 2019)

DAve-QN: A Distributed Averaged Quasi-Newton Method with Local Superlinear Convergence Rate. - Saeed Soori; Konstantin Mishchenko; Aryan Mokhtari; Maryam Mehri Dehnavi; Mert Gürbüzbalaban (AISTATS, 2020)

ASYNC: A Cloud Engine with Asynchrony and History for Distributed Machine Learning. - Saeed Soori; Bugra Can; Mert Gürbüzbalaban; Maryam Mehri Dehnavi (IPDPS, 2020)

MatRox: modular approach for improving data locality in hierarchical (Mat)rix App(Rox)imation. - Bangtian Liu; Kazem Cheshmi; Saeed Soori; Michelle Mills Strout; Maryam Mehri Dehnavi (PPoPP, 2020)

L-DQN: An Asynchronous Limited-Memory Distributed Quasi-Newton Method. - Bugra Can; Saeed Soori; Maryam Mehri Dehnavi; Mert Gürbüzbalaban (CDC, 2021)

TENGraD: Time-Efficient Natural Gradient Descent with Exact Fisher-Block Inversion. - Saeed Soori; Bugra Can; Baourun Mu; Mert Gürbüzbalaban; Maryam Mehri Dehnavi (CoRR, 2021)

HyLo: A Hybrid Low-Rank Natural Gradient Descent Method. - Baorun Mu; Saeed Soori; Bugra Can; Mert Gürbüzbalaban; Maryam Mehri Dehnavi (SC, 2022)

Randomized Gossiping With Effective Resistance Weights: Performance Guarantees and Applications. - Bugra Can; Saeed Soori; Necdet Serhat Aybat; Maryam Mehri Dehnavi; Mert Gürbüzbalaban (IEEE Trans. Control. Netw. Syst., 2022)

Communication-efficient Second-order Optimization Methods on Modern Parallel Systems - Saeed Soori (2022)

L-DATR: A Limited-Memory Distributed Asynchronous Trust-Region Method. - Mohammad Jalali; Saeed Soori; Hadis Barati (ICIS, 2024)