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Consistency as a Testable Property: Statistical Methods to Evaluate AI Agent Reliability

The paper proposes statistical consistency metrics for AI agents that reveal strategy breakdowns hidden by standard pass rates, isolating architectural reliability flaws.

Harsh Raj, Niranjan Orkat, Suvrorup Mukherjee, Aritra Guha and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5