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physics.data-an2025
Automating High Energy Physics Data Analysis with LLM-Powered Agents
Eli Gendreau-Distler, Joshua Ho, Dongwon Kim +3
We present a proof-of-principle study demonstrating the use of large language model (LLM) agents to automate a representative high energy physics (HEP) analysis. Using the Higgs bo…
physics.data-an2025
Transforming Simulation to Data Without Pairing
Eli Gendreau-Distler, Luc Le Pottier, Haichen Wang
We explore a generative machine learning-based approach for estimating multi-dimensional probability density functions (PDFs) in a target sample using a statistically independent b…