Part IV
Accelerating Simulations with AI
9 Introduction and the JetNet Dataset
9.1 Simulating jets
9.2 JetNet
10 Generative models for fast particle-cloud simulations
10.1 Message passing GANs
10.2 Generative adversarial particle transformers
11 Validating and comparing fast simulations
11.1 Evaluation metrics for generative models
11.2 Experiments on gaussian-distributed data
11.3 Experiments on jet data
11.4 Demonstration on particle cloud GANs
11.5 Summary
12 Conclusion and impact
9.1 Simulating jets
9.2 JetNet
10 Generative models for fast particle-cloud simulations
10.1 Message passing GANs
10.2 Generative adversarial particle transformers
11 Validating and comparing fast simulations
11.1 Evaluation metrics for generative models
11.2 Experiments on gaussian-distributed data
11.3 Experiments on jet data
11.4 Demonstration on particle cloud GANs
11.5 Summary
12 Conclusion and impact