DIMAT: Decentralized Iterative Merging-And-Training for Deep Learning Models. - Nastaran Saadati; Minh Pham 005; Nasla Saleem; Joshua R. Waite; Aditya Balu; Zhanhong Jiang; Chinmay Hegde; Soumik Sarkar (CVPR, 2024)

Balancing Utility and Privacy: Dynamically Private SGD with Random Projection. - Zhanhong Jiang; Md. Zahid Hasan; Nastaran Saadati; Aditya Balu; Chao Liu 028; Soumik Sarkar (Trans. Mach. Learn. Res., 2025)

DeCAF: Decentralized Consensus-And-Factorization for Low-Rank Adaptation of Foundation Models. - Nastaran Saadati; Zhanhong Jiang; Joshua R. Waite; Shreyan Ganguly; Aditya Balu; Chinmay Hegde; Soumik Sarkar (CoRR, 2025)