Differentiable-RSGW-Corrections
Abstract
v1.0.0 - Initial Academic Release We are pleased to announce the first official release of the Differentiable-RSGW-Corrections solver. This release marks the transition of our research into an open-source framework, enabling researchers to explore quantum corrections in warped extra-dimensional models using modern automatic differentiation techniques. π Key Features Differentiable Integration: Full implementation of a fixed-step RK4 solver using JAX's lax.scan, enabling gradient propagation through the entire evolution of the RS-GW system. Quantum Correction Modules: Integrated Jackiw-Teitelboim (JT) and Schwarzian-like corrections localized at the IR brane. Optimization Suite: Built-in gradient-based discovery tools to maximize physical novelty in the hierarchy parameter space. Monolithic Architecture: A single, self-contained main.py for maximum reproducibility. π¬ Physical Scope Baseline Randall-Sundrum-Goldberger-Wise (RS-GW) evolution. IR-localized backreaction sensitivity analysis. Effective Higgs mass and gravitational coupling shift calculations. π Note from the Author This is an initial research release. We have focused on numerical stability and gradient accuracy. Feedback from the theoretical physics and scientific computing communities is highly welcomed. Developed by Hari Hardiyan as a humble contribution to the study of warped geometries.
Fields of Study & Subjects
Cosmology and Gravitation Theories
Black Holes and Theoretical Physics
Noncommutative and Quantum Gravity Theories
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 10 January 2026