Release Notes

Version History and Changelog

v0.1.0 (2026-04-29)

Initial Release

Features: - Core ET-COME algorithm implementation - Epistemic/aleatoric uncertainty decomposition - Risk-targeted optimal transport for synthesis - OOB-based conformal screening - Multi-class extension with per-class entropy - Full documentation and examples

Components: - ET_COME - Main ensemble class - Module A - Epistemic admissibility identification - Module B - Risk-targeted transport and synthesis - Module C - OOB consistency screening - Training and utility functions - Comprehensive test suite

Documentation: - Getting started guide with quick examples - Complete API reference with module autodoc - Release notes and version history - Implementation details and algorithm notes - Research papers and references

Known Limitations: - Current implementation intended for research purposes - Performance optimization for production deployment pending - Designed for binary classification (multiclass support planned)