Aketi, Sai Aparna

8 publications

TMLR 2026 Achieving Global Flatness in Decentralized Learning with Heterogeneous Data Sakshi Choudhary, Sai Aparna Aketi, Kaushik Roy

WACV 2025 SADDLe: Sharpness-Aware Decentralized Deep Learning with Heterogeneous Data Sakshi Choudhary, Sai Aparna Aketi, Kaushik Roy

TMLR 2024 CoDeC: Communication-Efficient Decentralized Continual Learning Sakshi Choudhary, Sai Aparna Aketi, Gobinda Saha, Kaushik Roy

WACV 2024 Cross-Feature Contrastive Loss for Decentralized Deep Learning on Heterogeneous Data Sai Aparna Aketi, Kaushik Roy

TMLR 2024 Homogenizing Non-IID Datasets via In-Distribution Knowledge Distillation for Decentralized Learning Deepak Ravikumar, Gobinda Saha, Sai Aparna Aketi, Kaushik Roy

NeurIPS 2023 Global Update Tracking: A Decentralized Learning Algorithm for Heterogeneous Data Sai Aparna Aketi, Abolfazl Hashemi, Kaushik Roy

ICMLW 2023 Neighborhood Gradient Clustering: An Efficient Decentralized Learning Method for Non-IID Data Sai Aparna Aketi, Sangamesh Kodge, Kaushik Roy

TMLR 2023 Neighborhood Gradient Mean: An Efficient Decentralized Learning Method for Non-IID Data Sai Aparna Aketi, Sangamesh Kodge, Kaushik Roy