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Gymnasium-native interventional rollouts: documented recipes + CGFA-PPO walkthrough
documentationImprovements or additions to documentationImprovements or additions to documentationenhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededStatus: Open.#17 In raphaelrrcoelho/causalrl;Property-based oracle tests for the ID / gID / transportability algorithms
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededresearchSubstantial research-level / roadmap contributionSubstantial research-level / roadmap contributionStatus: Open.#16 In raphaelrrcoelho/causalrl;A reproducible benchmark suite + results table across the 9-task taxonomy
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededresearchSubstantial research-level / roadmap contributionSubstantial research-level / roadmap contributionStatus: Open.#15 In raphaelrrcoelho/causalrl;Decision layer: add sharp & sequential MSM kernels (Dorn–Guo–Kallus, Tan)
enhancementNew feature or requestNew feature or requestresearchSubstantial research-level / roadmap contributionSubstantial research-level / roadmap contributionStatus: Open.#14 In raphaelrrcoelho/causalrl;RFC: d3rlpy scale path for confounded offline RL (causalrl = the causal layer)
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededresearchSubstantial research-level / roadmap contributionSubstantial research-level / roadmap contributionStatus: Open.#13 In raphaelrrcoelho/causalrl;Interop: map causalrl estimands to/from DoWhy and EconML
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededresearchSubstantial research-level / roadmap contributionSubstantial research-level / roadmap contributionStatus: Open.#12 In raphaelrrcoelho/causalrl;certify_decision: validate that input arrays share a length
good first issueGood for newcomersGood for newcomersStatus: Open.#11 In raphaelrrcoelho/causalrl;Doctest the public transportability API
documentationImprovements or additions to documentationImprovements or additions to documentationgood first issueGood for newcomersGood for newcomersStatus: Open.#10 In raphaelrrcoelho/causalrl;Add DecisionCertificate.to_dict() for JSON-friendly logging
enhancementNew feature or requestNew feature or requestgood first issueGood for newcomersGood for newcomersStatus: Open.#9 In raphaelrrcoelho/causalrl;Doctest the public partial-ID bounds
good first issueGood for newcomersGood for newcomersStatus: Open.#5 In raphaelrrcoelho/causalrl;Reproduce the mabuc_paradox figure from a library helper
good first issueGood for newcomersGood for newcomersStatus: Open.#4 In raphaelrrcoelho/causalrl;- Status: Open.#3 In raphaelrrcoelho/causalrl;