2026
DOPPLER: Dual-Policy Learning for Device Assignment in Asynchronous Dataflow Graphs
ICLR 2026poster
We study the problem of assigning operations in a dataflow graph to devices to minimize execution time in a work-conserving system, with emphasis on complex machine learning workloads. Prior learning-based approaches face three limitations: (1) reliance on bulk-synchronous frameworks that under-util…