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Add distributionally robust optimization (DRO) for fairness explainer First Interaction #525: Pull request #569 opened by propcgamer20-png
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Add max-min (Rawlsian) fairness explainer First Interaction #524: Pull request #568 opened by propcgamer20-png
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Fix reject-inference.md Script Execution Output to match its own code First Interaction #523: Pull request #567 opened by propcgamer20-png
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Fix stale Output Interpretation numbers in underdiagnosis-bias.md First Interaction #522: Pull request #566 opened by propcgamer20-png
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Add reject-option-classification explainer First Interaction #521: Pull request #565 opened by propcgamer20-png
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docs: fix fabricated ~20.9pp hiring gap in three explainers First Interaction #520: Pull request #564 opened by propcgamer20-png
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fix: table parser honors escaped pipes; JS renderMarkdown matches heading offset First Interaction #519: Pull request #563 opened by propcgamer20-png
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docs: fix three stale/inaccurate repo-meta references (llms.txt, ROADMAP, DEAD-FILE-AUDIT) First Interaction #518: Pull request #562 opened by propcgamer20-png
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docs: fix counterfactual-fairness.md's COMPAS numbers to the repo-canonical figures First Interaction #517: Pull request #561 opened by propcgamer20-png
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fix: significance_report's confidence parameter now affects the significant flag First Interaction #516: Pull request #560 opened by propcgamer20-png
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fix: two manifest validation gaps (single-list NaN handling, RowFilter operator) First Interaction #515: Pull request #559 opened by propcgamer20-png
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docs: correct COMPAS reduction figure repo-wide (71% -> 82%) + Benefits Denial proxy count First Interaction #514: Pull request #558 opened by propcgamer20-png
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fix: doc corrections for COMPAS reduction, Benefits Denial proxies, ROADMAP staleness (fixes #545, #546, #555) First Interaction #513: Pull request #557 opened by slsgzs-cloud
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llms.txt's explainer index is missing 7 of the 60 published explainers First Interaction #512: Issue #556 opened by yakew7
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ROADMAP.md's own "Current traction" table is stale and contradicts the file's own Phase 1 status line First Interaction #511: Issue #555 opened by yakew7
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.github/DEAD-FILE-AUDIT.md incorrectly claims explainers-ui.js is referenced from the explainer pages First Interaction #510: Issue #554 opened by yakew7
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explainers-ui.js's renderMarkdown has silently drifted out of heading-offset parity with build_explainers.py First Interaction #509: Issue #553 opened by yakew7
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build_explainers.py/explainers-ui.js's table parser breaks on a literal pipe inside cell text, already misrendering 2 shipped pages First Interaction #508: Issue #552 opened by yakew7
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counterfactual-fairness.md's COMPAS example cites numbers found nowhere else in the repo (58.15%/28.37% instead of the real 87.16%/0.40%) First Interaction #507: Issue #551 opened by yakew7
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demographic-parity.md, disparate-treatment.md, and neural-networks.md cite a fabricated ~20.9pp absolute gap that's actually a relative-reduction stat First Interaction #506: Issue #550 opened by yakew7
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RowFilter has no validation that at least one operator is set - silently no-ops instead of raising First Interaction #505: Issue #549 opened by yakew7
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significance_report's confidence parameter doesn't affect the significant flag - only the CI First Interaction #504: Issue #548 opened by yakew7
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ProtectedAttribute.disadvantaged_mask treats NaN as "known" when only one side's value list is given First Interaction #503: Issue #547 opened by yakew7
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Benefits Denial's README omits fnlwgt from its list of proxies removed by fair.py First Interaction #502: Issue #546 opened by yakew7
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COMPAS's "71%" reduction figure uses the wrong formula - every other audit uses relative reduction, this one uses raw percentage points First Interaction #501: Issue #545 opened by yakew7
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