IEEE

Using Role-Specialized LLM Agents for Workflow Execution in a Product Development Setting

Abstract: Many product development tasks require multi-step reasoning and decision-making that exceed the capabilities of Large Language Models (LLMs) operating in isolation. This research introduces ...
IEEE

Grapheon RL: A Graph Neural Network and Reinforcement Learning Framework for Constraint and Data-Aware Workflow Mapping and Scheduling in Heterogeneous HPC Systems

Abstract: Efficient workflow mapping and scheduling in heterogeneous HPC-Compute Continuum (HPC-CC) systems is critical for multi-objective optimization like optimizing resource utilization and ...