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Harmony

delete2026-01-01
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PRE
AI
B
Brokowski, Trevor *
O
Onofrey, John
H
Hartley, Annie
DOI:10.1007/978-3-032-06004-4_10delete
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Abstract

Abstract

En 中文
Medical decision-making in humanitarian crises must balance four interdependent ethical principles-Humanity, Impartiality, Neutrality, and Independence-each of which can conflict under extreme constraints. Instead of eliminating these tensions, effective reasoning often requires structured engagement between competing imperatives. We introduce HARMONY, a novel multi-agent AI framework that resolves complex medical-ethical dilemmas by orchestrating adversarial reasoning among principle-based agents. Unlike cooperative consensus systems, HARMONY's four-phase protocol (analysis, challenge, refinement, synthesis) systematically pits principle agents against each other, eliciting deeper exploration of trade-offs, conflicts, and hidden biases. In evaluations across 200 simulated humanitarian medical scenarios, HARMONY outperformed single-shot and reflection-based baselines by 12% in decisiveness and 15% in ethical compliance, with consistent preference across three independent LLM evaluators. These results demonstrate adversarial reasoning's potential to generate more robust, transparent, and principled guidance in domains requiring unified solutions from competing perspectives.
Keywords:
Multi-agent AI systems
Adversarial Reasoning
Medical Ethics

Journal

A
AI FOR CLINICAL APPLICATIONS, AGENTIC AI 2025, CREATE 2025, CLINICAL MLLMS 2025
IF:
0
Papers:
28
Citations:
0

Organization

Y
yale university
Scholars:
8.2K
Papers: 3.5K
Citations: 2
S
swiss federal institutes of technology domain
Scholars:
9.0W
Papers: 8.0W
Citations: 163
Cited Papers

Cited Papers

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IF5
err2024-12-02
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errOAAI
errMachado, Jose; Sousa, Regina; Peixoto, Hugo; Abelha, Antonio
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PREAI
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Controllable Preference Optimization: Toward Controllable Multi-Objective Alignment
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IF0
err2024-01-01
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PREAI
errYiju Guo; Ganqu Cui; Lifan Yuan; Ning Ding; Zexu Sun; Bowen Sun; Huimin Chen; Ruobing Xie; Jie Zhou; Yankai Lin; Zhiyuan Liu; Maosong Sun
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IF0
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PREAI
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Challenges to ethical obligations and humanitarian principles in conflict settings: a systematic review
err2019-09-05
err0
errOAAI
errGrant Broussard; Leonard S. Rubenstein; Courtland Robinson; Wasim Maziak; Sappho Z. Gilbert; Matthew DeCamp
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