{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:AMOU5DLGKII4PZATF2X2D6BDL2","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"ea163ceedf6280e12c8055fb34214d244ab5e22c012562af4edfd9d6dae34849","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-15T13:50:26Z","title_canon_sha256":"68a211b36d3fb3c2d24f0335af146ba1e9eda50ac92b9fa6f06a42eb356bfbdc"},"schema_version":"1.0","source":{"id":"2606.16723","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.16723","created_at":"2026-06-23T02:13:26Z"},{"alias_kind":"arxiv_version","alias_value":"2606.16723v1","created_at":"2026-06-23T02:13:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.16723","created_at":"2026-06-23T02:13:26Z"},{"alias_kind":"pith_short_12","alias_value":"AMOU5DLGKII4","created_at":"2026-06-23T02:13:26Z"},{"alias_kind":"pith_short_16","alias_value":"AMOU5DLGKII4PZAT","created_at":"2026-06-23T02:13:26Z"},{"alias_kind":"pith_short_8","alias_value":"AMOU5DLG","created_at":"2026-06-23T02:13:26Z"}],"graph_snapshots":[{"event_id":"sha256:d3ae601b2be77fe1ef2236ab0f15a7df460c36a237348fea6717a5a6d6b6ba7b","target":"graph","created_at":"2026-06-23T02:13:26Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2606.16723/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language model (LLM) agents increasingly take actions (screening applicants, recommending credit, triaging patients), yet fairness for LLMs is still measured by grading answers. We introduce AgentFairBench, a cheap, reproducible, multi-domain benchmark for demographic disparity in the actions of LLM agents. Grounded in a companion framework, the Bias Conduction Framework (BCF, restated here), it spans three regulator-anchored domains: hiring, lending, and medical triage. Synthetic, demographic-neutral profiles are evaluated in counterfactual matched sets that vary only a name-coded race ","authors_text":"Manmeet Singh Kapoor, Manpreet Singh, Rohith Reddy Bellibaltu, Triveni Morla","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-15T13:50:26Z","title":"AgentFairBench: Do LLM Agents Discriminate When They Act?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.16723","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:b1afa8f204d3b9bb8606f9b980fdfc15cb29bbaf6ae63ea5da03facc859ccc9c","target":"record","created_at":"2026-06-23T02:13:26Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"ea163ceedf6280e12c8055fb34214d244ab5e22c012562af4edfd9d6dae34849","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-15T13:50:26Z","title_canon_sha256":"68a211b36d3fb3c2d24f0335af146ba1e9eda50ac92b9fa6f06a42eb356bfbdc"},"schema_version":"1.0","source":{"id":"2606.16723","kind":"arxiv","version":1}},"canonical_sha256":"031d4e8d665211c7e4132eafa1f8235e8796e3fd1ac325acdcf8ece95de5ce0b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"031d4e8d665211c7e4132eafa1f8235e8796e3fd1ac325acdcf8ece95de5ce0b","first_computed_at":"2026-06-23T02:13:26.752679Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-23T02:13:26.752679Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vrCISjztYFI/TUS6vu/MjgHu7jFLpsevgErdE21YYCRCFj8zocvuUpTIMrZgO8u5XOqMWjrFaY+d29t4oXwvBQ==","signature_status":"signed_v1","signed_at":"2026-06-23T02:13:26.753086Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.16723","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b1afa8f204d3b9bb8606f9b980fdfc15cb29bbaf6ae63ea5da03facc859ccc9c","sha256:d3ae601b2be77fe1ef2236ab0f15a7df460c36a237348fea6717a5a6d6b6ba7b"],"state_sha256":"b514e2ec33ab397e8b3d86d6d3ef165bc1bfc2299d839ee6c0bbbf6e2caa415c"}