Towards Preventing Global Knowledge Forgetting in Federated Learning with Non-IID Data

Abstract

Co-authored with collaborators from UCSD and Purdue, this work addresses catastrophic forgetting in federated learning through gradient-projection constraints.

Abhijit Chunduru

ML Systems Researcher | M.S. Computer Science

Distributed training, LLM post-training, and scientific ML at Argonne National Laboratory and UMass Amherst