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.
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Updated
Sep 1, 2026 - Python
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.
Code for "Learning to Defer with Limited Expert Predictions" (AAAI 2023)
Code for "Forming Effective Human-AI Teams: Building Machine Learning Models that Complement the Capabilities of Multiple Experts" (IJCAI-ECAI 2022)
Official implementation of DeferredSeg, published in Pattern Recognition (2026).
Reproducible MEDAI deferral simulation (AIRI 2026). Synthetic research code.
Research framework for AI assurance and Human–AI routing in financial fraud review using multi-evidence AI-reliance risk and auditable escalation decisions.
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