learning-to-defer

Here are 8 public repositories matching this topic...

SantanderAI / mech-gov-framework

Mechanical Governance for LLM Decisions — model-agnostic governance regimes (R1/R2/R3), hard gates, entropy commit-reveal and governance metrics for high-stakes LLM decision systems.

python machine-learning ai-safety responsible-ai llm ai-governance learning-to-defer llm-evaluation decision-systems

Updated Oct 1, 2026
Python

ptrckhmmr / learning-to-defer-with-limited-expert-predictions

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Code for "Learning to Defer with Limited Expert Predictions" (AAAI 2023)

semi-supervised-learning human-ai-teaming learning-to-defer

Updated Mar 5, 2024
Python

ptrckhmmr / human-ai-teams

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Code for "Forming Effective Human-AI Teams: Building Machine Learning Models that Complement the Capabilities of Multiple Experts" (IJCAI-ECAI 2022)

human-ai-teaming learning-to-defer

Updated Jul 24, 2022
Jupyter Notebook

yuchengwang-stat / cascade-router

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Learning to defer between a small and a large LLM — and measuring honestly whether it pays. Headline: at this price ratio it does not, and the identity says when it would.

python reproducible-research calibration cost-optimization mlops selective-prediction llm learning-to-defer llm-routing

Updated Sep 17, 2026
Python

mahend72 / MAGD-Fraud

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Research framework for AI assurance and Human–AI routing in financial fraud review using multi-evidence AI-reliance risk and auditable escalation decisions.

uncertainty-estimation ai-safety human-in-the-loop model-calibrations trustworthy-ai ai-assurance learning-to-defer human-ai-collaboration ai-reliability risk-aware-ai financial-fraud-analysis decision-routing

Updated Aug 27, 2026
Python

KonkovaElena / airi-summer-school-2026

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Reproducible MEDAI deferral simulation (AIRI 2026). Synthetic research code.

python machine-learning reproducible-research monte-carlo-simulation decision-support medical-informatics human-in-the-loop fair-principles expert-in-the-loop research-software uncertainty-calibration selective-prediction learning-to-defer bootstrap-statistics

Updated May 20, 2026
Python

DhwaniKariya / tiersense-l2d-fraud-console

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MSc thesis: a risk-sensitive Learning-to-Defer model that sends high-value fraud cases to humans. Live in-browser demo, notebooks, models and the full report.

github-pages machine-learning pytorch fraud-detection human-in-the-loop msc-thesis responsible-ai learning-to-defer eu-ai-act