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28 October 2026 to 1 November 2026
湖北省武汉市 (Wuhan, Hubei)
Asia/Shanghai timezone

SWDSIM: Fast and Accurate Simulation of Resolution Effects Using Sliced Wasserstein Distance

31 Oct 2026, 15:30
15m
仙桃厅

仙桃厅

Speaker

潘楚铖

Description

We present SWDSIM, a fast-simulation approach for modelling detector-resolution effects using the Sliced Wasserstein Distance (SWD). The method learns the mapping from generator-level to fully simulated kinematics using existing simulated samples and can be transferred to other decay channels with same final-state. We will introduce the method and its implementation, present validation studies with LHCb Run2 samples, and discuss its potential application to partially reconstructed backgrounds and LHCb Run3 analyses where dedicated full-simulation samples are limited.

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