Public articles linked to the same research event.
arXiv This exploratory study formulates particle track fitting as translating the language of detectors into the language of physics, designs a simple decoder-only transformer with a custom tokenizer, and reports that on synthetic datasets it outperformed a simple regression technique by an order of magnitude in track-parameter accuracy while being on par with RANSAC, identified multi-track events with 98% accuracy, and produced a zenith angle distribution for real cosmic-muon events in excellent agreement with expectations.
This exploratory study formulates particle track fitting as translating the language of detectors into the language of physics, designs a simple decoder-only transformer with a custom tokenizer, and reports that on synthetic datasets it outperformed a simple regression technique by an order of magnitude in track-parameter accuracy while being on par with RANSAC, identified multi-track events with 98% accuracy, and produced a zenith angle distribution for real cosmic-muon events in excellent agreement with expectations.
This exploratory study formulates particle track fitting as translating the language of detectors into the language of physics, designs a simple decoder-only transformer with a custom tokenizer, and reports that on synthetic datasets it outperformed a simple regression technique by an order of magnitude in track-parameter accuracy while being on par with RANSAC, identified multi-track events with 98% accuracy, and produced a zenith angle distribution for real cosmic-muon events in excellent agreement with expectations.
This exploratory study formulates particle track fitting as translating the language of detectors into the language of physics, designs a simple decoder-only transformer with a custom tokenizer, and reports that on synthetic datasets it outperformed a simple regression technique by an order of magnitude in track-parameter accuracy while being on par with RANSAC, identified multi-track events with 98% accuracy, and produced a zenith angle distribution for real cosmic-muon events in excellent agreement with expectations.