IPM Calendar 
Saturday 30 August 2025   Today  
Events for day: Monday 25 August 2025    
           11:00 - 12:00     Journal Club: Experiment & Phenomenology – Hybrid Format
Application of Deep Generative Neural Networks in Event Generation and Detector Response Simulation

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Abstract:

In modern collider experiments, the quest to explore fundamental interactions between elementary particles has reached unparalleled levels of precision. Signatures from particle physics detectors are low-level objects (such as energy depositions or tracks) encoding the physics of collisions (the final state particles of hard scattering interactions). The complete simulation of them in a detector is a computational and storage-intensive task. To address this computational bottleneck in particle physics, alternative approaches have been developed, introducing additional assumptions and trade off accuracy for speed. The ...