CMS Open Data
PulseAugur coverage of CMS Open Data — every cluster mentioning CMS Open Data across labs, papers, and developer communities, ranked by signal.
-
New AI method detects anomalies in particle collision data
Researchers have developed a new unsupervised anomaly detection method for dijet events in particle physics using neural spline flow density estimation. This technique trains a normalizing flow model on high-dimensional…
-
Dark matter sensitivity explored using flow matching on CMS Open Data
Researchers have developed a method to study dark matter using flow matching techniques on CMS Open Data. The approach models backgrounds using a conditional flow-matching continuous normalizing flow trained on selected…
-
Quantum machine learning models tested for high-energy physics event selection
A new research paper explores the application of quantum machine learning models for event selection in high-energy physics, specifically using CMS open data. The study compares four classical machine learning models ag…
-
Vision Transformers outperform CNNs for jet classification at Large Hadron Collider
Researchers have explored the application of Vision Transformers (ViTs) for classifying quark-gluon jets using calorimeter images from the Large Hadron Collider. Their study, which utilized simulated CMS Open Data, cons…