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Project Status

Release status

  • Current release: v0.2.0 (research preview, alpha quality).
  • API may evolve as estimator coverage and diagnostics expand.

Versioning and deprecations

  • We follow SemVer; breaking changes are expected in 0.x, with tighter stability after 1.0.
  • Deprecated public APIs warn for at least one minor release before removal.

Current scope

  • Unconfounded OPE with explicit estimands, diagnostics, and synthetic benchmarks
  • Bandit and sequential propensity sensitivity analysis under bounded confounding
  • Baseline and advanced estimators for IS, WIS, PDIS, DR, WDR, MAGIC, MRDR, FQE
  • Estimator selection heuristics and behavior policy estimation

Experimental and non-goals

  • Confounded and transport settings are exposed as experimental interfaces only
  • Representation learning claims are treated as heuristics unless identified

Roadmap

  • Transport and mechanism shift tooling
  • Expanded confounded MDP benchmarks and sensitivity analyses
  • Additional diagnostics for model misspecification