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Learning to Trigger: Reinforcement Learning at the Large Hadron Collider
Reinforcement learning agents adapt Large Hadron Collider trigger thresholds online to maximize signal efficiency while maintaining background rates within tolerance bands, improving in-tolerance intervals by up to 56% on real CMS collision data without fine-tuning.
Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 6 on Hugging Face · Code ★ 3
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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5