On-the-fly reduction of open loops
Federico Buccioni, Jean-Nicolas Lang, Stefano Pozzorini, Hantian Zhang, and Max Zoller

TL;DR
This paper introduces an on-the-fly reduction method within the OpenLoops framework that enhances the efficiency and stability of multi-particle scattering amplitude calculations by integrating reduction steps into the recursive construction process.
Contribution
It presents a novel on-the-fly algorithm that unifies amplitude construction and reduction, improving computational speed and numerical stability for complex scattering processes.
Findings
Significant speed improvements demonstrated in multi-particle processes.
Enhanced numerical stability, eliminating Gram determinant instabilities.
Implementation of quadruple precision benchmarks and rescue system.
Abstract
We describe new developments in the OpenLoops framework based on the recently introduced on-the-fly method. The on-the-fly approach exploits the factorisation of one-loop diagrams into segments in order to perform various operations, such as helicity summation, diagram merging and the reduction of Feynman integrands in between the recursion steps for the amplitude construction. This method significantly reduces the complexity of scattering amplitude calculations for multi-particle processes, leading to a major increase in CPU efficiency and numerical stability. The unification of the reduction to scalar integrals with the amplitude construction in a single algorithm, allows to identify problematic kinematical configurations and cure numerical instabilities in single recursion steps. A simple permutation trick in combination with a one-parameter expansion for a single topology, which is…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsVLSI and FPGA Design Techniques · Real-time simulation and control systems
