Issues

• Gymnasium-native interventional rollouts: documented recipes + CGFA-PPO walkthrough

  documentationenhancementhelp wanted
  raphaelrrcoelho/causalrl#17 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• Property-based oracle tests for the ID / gID / transportability algorithms

  enhancementhelp wantedresearch
  raphaelrrcoelho/causalrl#16 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• A reproducible benchmark suite + results table across the 9-task taxonomy

  enhancementhelp wantedresearch
  raphaelrrcoelho/causalrl#15 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• Decision layer: add sharp & sequential MSM kernels (Dorn–Guo–Kallus, Tan)

  enhancementresearch
  raphaelrrcoelho/causalrl#14 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• RFC: d3rlpy scale path for confounded offline RL (causalrl = the causal layer)

  enhancementhelp wantedresearch
  raphaelrrcoelho/causalrl#13 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• Interop: map causalrl estimands to/from DoWhy and EconML

  enhancementhelp wantedresearch
  raphaelrrcoelho/causalrl#12 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• certify_decision: validate that input arrays share a length

  good first issue
  raphaelrrcoelho/causalrl#11 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• Doctest the public transportability API

  documentationgood first issue
  raphaelrrcoelho/causalrl#10 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• Add DecisionCertificate.to_dict() for JSON-friendly logging

  enhancementgood first issue
  raphaelrrcoelho/causalrl#9 · Filter by author raphaelrrcoelho opened on Jun 13, 2026

• Doctest the public partial-ID bounds

  good first issue
  raphaelrrcoelho/causalrl#5 · Filter by author raphaelrrcoelho opened on Jun 9, 2026

• Reproduce the mabuc_paradox figure from a library helper

  good first issue
  raphaelrrcoelho/causalrl#4 · Filter by author raphaelrrcoelho opened on Jun 9, 2026

• Let certify_decision report real arm labels

  good first issue
  raphaelrrcoelho/causalrl#3 · Filter by author raphaelrrcoelho opened on Jun 9, 2026

• Add a runnable example for a taxonomy task that lacks one

  good first issue
  raphaelrrcoelho/causalrl#2 · Filter by author raphaelrrcoelho opened on Jun 9, 2026