Implement loss decomposition metrics and wrappers for early stopping #13
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…script demonstrating TS-Refinement Early Stopping for XGBoost. Update the splinator module to include new metrics and temperature scaling utilities for improved calibration and loss decomposition. Introduce metric wrappers for compatibility with various ML frameworks, and add comprehensive tests for new functionalities.
… stopping guidance. Enhance documentation with new references and examples for improved clarity on calibration techniques. Modify metrics module to reflect updated references and improve descriptions.
…and calibration techniques. Introduce spline_refinement_loss function for enhanced calibration flexibility and update references in the metrics module. Adjust tests to align with new logloss_decomposition naming conventions.
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Context: #12
citing Berta et al. (2025)