RL Agent Automates Real-Time Trigger Tuning at Large Hadron Collider
June 26, 2026
An RL agent using Group-Filtered Policy Optimization (GFPO) performs online threshold tuning for high-throughput event filtering. The agent maximizes signal efficiency while maintaining background rates within strict tolerance bands despite changing detector conditions.
HOW THIS AFFECTS YOU
●
researcherThis demonstrates a practical application of sequential decision-making for managing high-bandwidth scientific data streams.