Process-aware fairness diagnosis for LLM-based multi-agent decision systems analyzes 311k decision trajectories to identify fairness risks beyond outcome gaps.
Read the original at arxiv.org→arXiv:2609.02092v1 Announce Type: new Abstract: LLM-based multi-agent systems (MAS) are increasingly considered for high-stakes decision-making, yet outcome-based fairness audits can miss where risks arise within...
Original headline: "Beyond Outcome Gaps: Process-Aware Fairness Diagnosis for LLM-based Multi-Agent Decision Systems"
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- Sep 3, 04:00 UTC arXiv cs.AI lead source Beyond Outcome Gaps: Process-Aware Fairness Diagnosis for LLM-based Multi-Agent Decision Systems