Harmonizing Real-Time Constraints and Long-Horizon Reasoning: An Asynchronous Agentic Framework for Dynamic Scheduling

In three linesRACE-Sched, an asynchronous multi-agent framework, solves dynamic scheduling by decoupling real-time execution (symbolic heuristics) from long-horizon reasoning (LLM). A semantic rule repository of validated heuristics improves transferability across problem scales. Outperforms Deep RL and LLM baselines on GEN-Bench, MK-Bench, JMS-Bench.

Summary generated by Claude — human-verified