2 papers
cs.SE2026
Complexity and Scale in AI-Assisted Workflow Management: A Federated Learning Case Study
Komal Thareja, Hamza Safri, Rajiv Mayani +2
Federated learning over medical images is a demanding workflow application. Each round fans out across parallel client jobs and converges on an aggregation step that feeds the next…
cs.DC2026
SWARM+: Scalable and Resilient Multi-Agent Consensus for Decentralized Data-Aware Workload Management
Komal Thareja, Krishnan Raghavan, Hamza Safri +2
Distributed scientific workflows are increasingly executed across heterogeneous and geo-distributed computing environments, where centralized workload orchestration becomes a scala…