LHCb Experiment

The LHCb experiment at CERN focuses on precision measurements of b-hadrons to understand fundamental physics beyond the Standard Model. Current research heavily emphasizes developing ultra-fast simulation techniques, employing machine learning models like deep generative models and gradient boosted decision trees to drastically reduce the computational burden of simulating detector responses and reconstructing events. This efficiency boost is crucial for analyzing the massive datasets generated by the upgraded LHCb detector, enabling more comprehensive analyses and potentially accelerating discoveries in particle physics.