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[Meta] DAG falsification — follow-up improvements

enhancementNew feature or requestNew feature or request

Status: Open.

#287 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

[Meta] Library-wide improvements for the causal-testing API

enhancementNew feature or requestNew feature or request

Status: Open.

#286 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

[Meta] General library issues surfaced during the DAG-falsification review

bugSomething isn't workingSomething isn't working

Status: Open.

#285 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

Polish: validate non-integer plot(bins) and add a few falsification edge-case tests

enhancementNew feature or requestNew feature or request

good first issueGood for newcomersGood for newcomers

Status: Open.

#284 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

Temporal/lag-aware falsification (handle phantom lag() nodes)

enhancementNew feature or requestNew feature or request

Status: Open.

#283 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

Support residual covariance (~~) in falsify() via canonical-DAG m-separation

enhancementNew feature or requestNew feature or request

Status: Open.

#282 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

Posterior-based / distributional DAG falsification

enhancementNew feature or requestNew feature or request

Status: Open.

#281 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

Pluggable / nonlinear conditional-independence tests (e.g. kernel-based)

enhancementNew feature or requestNew feature or request

Status: Open.

#280 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

Consistent significance-parameter naming across the causal-testing API

enhancementNew feature or requestNew feature or request

Status: Open.

#279 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

Unify the partial-correlation CI engine shared by identify and falsify

dev opsNot primarily user facing, dev-ops stuffNot primarily user facing, dev-ops stuff

enhancementNew feature or requestNew feature or request

Status: Open.

#278 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

implied_independences()/test_implications() ignore residual covariance (~~), mis-flagging declared confounding

bugSomething isn't workingSomething isn't working

Status: Open.

#277 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026

Partial-correlation CI test uses wrong degrees of freedom for constant/collinear conditioners

bugSomething isn't workingSomething isn't working

Status: Open.

#276 In pymc-labs/pathmc;

· cetagostini opened on Jun 15, 2026