Ravi K Madduri

Principal Researcher, Data Science and Learning, Argonne National Laboratory

Joined

July 2019

Names

Ravi K Madduri (Preferred)

Ravi Madduri

Ravi K. Madduri

Emails

****@mcs.anl.gov (Confirmed)

****@anl.gov (Confirmed)

****@uchicago.edu (Confirmed)

Personal Links

Career & Education History

Principal Researcher

Data Science and Learning, Argonne National Laboratory (anl.gov)

2002 – Present

Advisors, Relations & Conflicts

Coauthor

Zilinghan Li

2023 – Present

Coauthor

Pranshu Chaturvedi

2023 – Present

Coauthor

Tarak Nath Nandi

2023 – Present

Coauthor

Anurag Verma

2022 – Present

Coauthor

Kyle Chard

2022 – Present

Coworker

Kibaek Kim

2021 – Present

Coauthor

Ian Foster

2002 – Present

Expertise

Present

Biomedicine

Present

HPC

2002 – 2023

Publications

Provably Communication-Efficient Federated Graph Neural Network
Zhishuai Guo, Wenhan Wu, Chen Chen, Lei Zhang, Olivera Kotevska, Ravi K Madduri
- Submitted to ICLR 2026
- Readers: Everyone
CDG-MAE: Learning Correspondences from Diffusion Generated Views
Varun Belagali, Pierre Marza, Srikar Yellapragada, Zilinghan Li, Tarak Nath Nandi, Ravi K Madduri, Joel Saltz, Stergios Christodoulidis, Maria Vakalopoulou, Dimitris Samaras
- Submitted to ICLR 2026
- Readers: Everyone
Secure Federated Learning Across Heterogeneous Cloud and High-Performance Computing Resources - A Case Study on Federated Fine-tuning of LLaMA 2
Zilinghan Li, Shilan He, Pranshu Chaturvedi, Volodymyr V. Kindratenko, Eliu A. Huerta, Kibaek Kim, Ravi K. Madduri
- CoRR 2024
- Readers: Everyone
FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices Using a Computing Power-Aware Scheduler
Zilinghan Li, Pranshu Chaturvedi, Shilan He, Han Chen, Gagandeep Singh, Volodymyr V. Kindratenko, Eliu A. Huerta, Kibaek Kim, Ravi K. Madduri
- ICLR 2024
- Readers: Everyone
FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices Using a Computing Power-Aware Scheduler
Zilinghan Li, Pranshu Chaturvedi, Shilan He, Han Chen, Gagandeep Singh, Volodymyr Kindratenko, Eliu A Huerta, Kibaek Kim, Ravi Madduri
- ICLR 2024 poster
- Readers: Everyone
FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices using a Computing Power Aware Scheduler
Zilinghan Li, Pranshu Chaturvedi, Shilan He, Han Chen, Gagandeep Singh, Volodymyr V. Kindratenko, Eliu A. Huerta, Kibaek Kim, Ravi K. Madduri
- CoRR 2023
- Readers: Everyone
Enabling End-to-End Secure Federated Learning in Biomedical Research on Heterogeneous Computing Environments with APPFLx
Trung-Hieu Hoang, Jordan D. Fuhrman, Ravi K. Madduri, Miao Li, Pranshu Chaturvedi, Zilinghan Li, Kibaek Kim, Minseok Ryu, Ryan Chard, Eliu A. Huerta, Maryellen L. Giger
- CoRR 2023
- Readers: Everyone
APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service
Zilinghan Li, Shilan He, Pranshu Chaturvedi, Trung-Hieu Hoang, Minseok Ryu, E. A. Huerta, Volodymyr V. Kindratenko, Jordan D. Fuhrman, Maryellen L. Giger, Ryan Chard, Kibaek Kim, Ravi K. Madduri
- Published: 01 Jan 2023, Last Modified: 17 Nov 2023
- e-Science 2023
- Readers: Everyone
APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service
Zilinghan Li, Shilan He, Pranshu Chaturvedi, Trung-Hieu Hoang, Minseok Ryu, E. A. Huerta, Volodymyr V. Kindratenko, Jordan D. Fuhrman, Maryellen L. Giger, Ryan Chard, Kibaek Kim, Ravi K. Madduri
- Published: 01 Jan 2023, Last Modified: 17 Nov 2023
- CoRR 2023
- Readers: Everyone
APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning
Minseok Ryu, Youngdae Kim, Kibaek Kim, Ravi K. Madduri
- IPDPS Workshops 2022
- Readers: Everyone

View all 12 publications

Co-Authors

View all 52 co-authors