{"node":{"id":19448,"uuid":"6bbb6698-00ec-4da8-8df0-bef1372ed39c","title":"Beyond Outcome Gaps: Process-Aware Fairness Diagnosis for LLM-based Multi-Agent Decision Systems","url":"https:\/\/xmt.pub\/index.php\/node\/19448","created":1788415213},"trust_level":"l0_aggregate","publisher":null,"source_url":"https:\/\/arxiv.org\/abs\/2609.02092","provenance":{"algorithm":"sha256(source_url|publisher_id|created)","stored":"545bb8ce85b52f43911d2949ee042b3218f29ebd39da1e9a03f46e28cf851fe2","expected":"545bb8ce85b52f43911d2949ee042b3218f29ebd39da1e9a03f46e28cf851fe2","status":"verified"}}