Julia Toolkit with fairness metrics and bias mitigation algorithms
-
Updated
Feb 5, 2024 - Julia
Julia Toolkit with fairness metrics and bias mitigation algorithms
Streamlit + Python pipeline that benchmarks gym workout efficiency (kcal/min) using present sessions only. Generates sortable workout-type benchmarks, distribution plots, fairness-aware gap analysis with uncertainty/low-sample flags, and a data-quality report to prevent misleading comparisons.
Open-source AI ATS — LLM resume screening, CV parsing, JD↔candidate matching & bias-audited ranking. Self-hostable, privacy-first, FastAPI.
LALS (Latent Association Leaning Score): code for 'Vision-Language Models Suppress Female Representations Under Ambiguous Input' (EMNLP 2026)
Bias-audit artifacts for automated employment decision tools: NYC LL144 selection/scoring rates and impact ratios, EEOC four-fifths adverse-impact flags, and a score-traceability schema.
Computational audit of U.S. immigration enforcement data: spatial analysis and pipeline bias estimation on ICE arrest records.
Open, auditable implementations of the algorithms behind ATS resume screening and gamified hiring assessment. EEOC four-fifths analysis, NYC LL144 bias audits, counterfactual perturbation testing, and published psychometric task paradigms.
AI-assisted financial operations & decision intelligence platform — Power BI, Python scikit-learn, SQL. NBFC with ₹18,000 Cr AUM. Explainable AI credit risk model, RBI compliance, KYC/AML, bias audit, audit-ready decision logging.
Risk-tiered human oversight for AI hiring agents. Scores every agent action 0-100, routes it across four autonomy tiers, and evidences the human decision in a hash-chained append-only ledger. A four-fifths adverse-impact monitor runs on real recruitment data and auto-escalates flagged requisitions. Mapped to EU AI Act Art. 14/50 and NYC LL144.
Plattform-neutrales Multi-Agenten-Kit fuer Bias-Pruefung von HR-Texten, KI-Decisions und KI-Systemen. CC BY 4.0, Deutsch.
Forensic audit of persona-driven bias in RAG-based LLM agents — 1,120 evaluations across 4 agents, 4 ablation conditions, and 70 tax-compliance scenarios. Shows persona prompts override injected rules (κ = −0.156). Mistral-7B · FAISS · SentenceBERT.
Bias-audit statistics without scipy: four-fifths impact ratios, permutation tests, bootstrap CIs, BH-FDR, plus a four-fifths CLI and a name-cohort snapshot.
ML for emergency department triage: MIMIC-IV-ED evaluation, SHAP, threshold optimisation, bias audit
镜心 MIRROR-CV:治疗推荐与证据相称性的三模型研究、360份实测记录与可交互审计工作台。
Student-dropout prediction with a fairness audit and a GenAI explanation layer. A mistake-driven ML capstone on the UCI Portalegre dataset.
AI resume screener with a built-in EEOC four-fifths and NYC Local Law 144 bias audit pipeline.
Deterministic statistical audits of tabular datasets with reproducible bias and fairness reports.
Ten bias-audit instruments over ten frontier models: detection is robust, model rankings are not. Replication materials.
Audit-grade dual-layer resume screening engine with adversarial prompt-injection defense, BM25 + dense semantic matching, and EEOC bias audit ledger.
Phantom hospitals in Overture Maps - Best Bias Discovery entry, Zindi Bias Bounty Mapping Equity Challenge (write-up, figures, reproducible code)
To associate your repository with the bias-audit topic, visit your repo's landing page and select "manage topics."