When Explanations Compete: Policy-Aware Selection Under Uncertainty

arXiv:2410.05479 · cs.AI, cs.LG · Submitted 2024-10-07 · Read on arXiv

cs.AI, cs.LG

Submitted: 2024-10-07

Updated: 2026-10-06

Terminology

• Epistemic Uncertainty — 4× in this paper · explained in 10 episodes
• Interpretability — 1× in this paper · explained in 15 episodes

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• Agents' Last Exam
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems