CaloQVAE Preliminary Results and Model Analysis
Explore the preliminary results and model analysis of CaloQVAE, including sparsity index histograms, energy index histograms, energy ratio histograms, and implementation of UNet-like architecture with Pegasus Topology. Dive into the insights provided by Model 538 and 100K RECON SHOWERS data, showcasing the efficiency and performance of the model.
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Presentation Transcript
2 CaloQVAE UNet UNet for CaloQVAE for CaloQVAE Preliminary Results Preliminary Results
2 CaloQVAE Sparsity Index Histograms Sparsity Index Histograms Model 538 Model 538 First Implementation of First Implementation of UNet UNet- -Like Architecture for CaloQVAE Like Architecture for CaloQVAE Pegasus Topology (Zephyr Size) Pegasus Topology (Zephyr Size) 0.01 Coefficient 0.01 Coefficient
2 CaloQVAE Energy Index Histograms Energy Index Histograms Model 538 Model 538 First Implementation of First Implementation of UNet UNet- -Like Architecture for CaloQVAE Like Architecture for CaloQVAE Pegasus Topology (Zephyr Size) Pegasus Topology (Zephyr Size) 0.01 Coefficient 0.01 Coefficient
2 CaloQVAE Energy Ratio Histogram Energy Ratio Histogram Model 538 Model 538 First Implementation of First Implementation of UNet UNet- -Like Architecture for CaloQVAE Like Architecture for CaloQVAE Pegasus Topology (Zephyr Size) Pegasus Topology (Zephyr Size) 0.01 Coefficient 0.01 Coefficient
2 CaloQVAE Sparsity Index Histograms Sparsity Index Histograms Model 538 100K RECON SHOWERS Model 538 100K RECON SHOWERS First Implementation of First Implementation of UNet UNet- -Like Architecture for CaloQVAE Like Architecture for CaloQVAE Pegasus Topology (Zephyr Size) Pegasus Topology (Zephyr Size) 0.01 Coefficient 0.01 Coefficient
2 CaloQVAE Energy Index Histograms Energy Index Histograms Model 538 Model 538 First Implementation of First Implementation of UNet UNet- -Like Architecture for CaloQVAE Like Architecture for CaloQVAE Pegasus Topology (Zephyr Size) Pegasus Topology (Zephyr Size) 0.01 Coefficient 0.01 Coefficient
2 CaloQVAE Energy Ratio Histogram Energy Ratio Histogram Model 538 Model 538 First Implementation of First Implementation of UNet UNet- -Like Architecture for CaloQVAE Like Architecture for CaloQVAE Pegasus Topology (Zephyr Size) Pegasus Topology (Zephyr Size) 0.01 Coefficient 0.01 Coefficient
