3 papers
cs.LG2026
Federated Learning Under Temporal Drift -- Mitigating Catastrophic Forgetting via Experience Replay
Sahasra Kokkula, Daniel David, Aaditya Baruah
Federated Learning struggles under temporal concept drift where client data distributions shift over time. We demonstrate that standard FedAvg suffers catastrophic forgetting under…
cs.DC2024
Future-Proofing IoT: Unleashing the Power of AWS Greengrass in Propelling Smart Devices to New Heights
Sahasra Kokkula, Ankit Vatsa, Savaridassan P
The advent of edge computing is set to revolutionize cloud computing in various sectors, including Agriculture, Health, and more. AWS Greengrass Core Device plays a pivotal role in…
cs.CL2024
Palisade -- Prompt Injection Detection Framework
Sahasra Kokkula, Somanathan R, Nandavardhan R +2
The advent of Large Language Models LLMs marks a milestone in Artificial Intelligence, altering how machines comprehend and generate human language. However, LLMs are vulnerable to…