{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:OUBCKCEJX2QFBYPY4R55VA6I25","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":"b7eec19ed5c724133b90bf7acfd408bb65e3fc8e44d8f54fee0fcdcbaf6f2bee","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2024-04-14T18:51:50Z","title_canon_sha256":"380cd53c19d7551795791df0c19d4fd9a1e5c28a599b2aebcfb9b8e5230ee950"},"schema_version":"1.0","source":{"id":"2404.09324","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.09324","created_at":"2026-07-05T09:15:09Z"},{"alias_kind":"arxiv_version","alias_value":"2404.09324v2","created_at":"2026-07-05T09:15:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.09324","created_at":"2026-07-05T09:15:09Z"},{"alias_kind":"pith_short_12","alias_value":"OUBCKCEJX2QF","created_at":"2026-07-05T09:15:09Z"},{"alias_kind":"pith_short_16","alias_value":"OUBCKCEJX2QFBYPY","created_at":"2026-07-05T09:15:09Z"},{"alias_kind":"pith_short_8","alias_value":"OUBCKCEJ","created_at":"2026-07-05T09:15:09Z"}],"graph_snapshots":[{"event_id":"sha256:fd2903790e39edd52ba854dc12c6bd9b569e0e90cd0dd7a5ad82a202ca14f3bc","target":"graph","created_at":"2026-07-05T09:15:09Z","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/2404.09324/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We investigate multi-agent imitation learning (IL) within the framework of mean field games (MFGs), considering the presence of time-varying correlated signals. Existing MFG IL algorithms assume demonstrations are sampled from Mean Field Nash Equilibria (MFNE), limiting their adaptability to real-world scenarios. For example, in the traffic network equilibrium influenced by public routing recommendations, recommendations introduce time-varying correlated signals into the game, not captured by MFNE and other existing correlated equilibrium concepts. To address this gap, we propose Adaptive Mean","authors_text":"Haifeng Zhang, Jun Wang, Ning Yang, Qirui Mi, Xue Yan, Yaodong Yang, Zhiyu Zhao","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2024-04-14T18:51:50Z","title":"Mean Field Correlated Imitation Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.09324","kind":"arxiv","version":2},"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:f3cec9bbca7bedb2ab006c80700ed5ea9b90099f5c5ab28d5f00f4838661c745","target":"record","created_at":"2026-07-05T09:15:09Z","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":"b7eec19ed5c724133b90bf7acfd408bb65e3fc8e44d8f54fee0fcdcbaf6f2bee","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2024-04-14T18:51:50Z","title_canon_sha256":"380cd53c19d7551795791df0c19d4fd9a1e5c28a599b2aebcfb9b8e5230ee950"},"schema_version":"1.0","source":{"id":"2404.09324","kind":"arxiv","version":2}},"canonical_sha256":"7502250889bea050e1f8e47bda83c8d77c8f500168dca6b138a522787d77980f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7502250889bea050e1f8e47bda83c8d77c8f500168dca6b138a522787d77980f","first_computed_at":"2026-07-05T09:15:09.730816Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:15:09.730816Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qh5GXNi7qZHFcgn5SR0MZr0azPfbPWLMtSNZhoxFQIpO6ugRzeKHIvUlTxgFlyKGV7RPFnJfD4aPHrUi9GnnBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:15:09.731273Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.09324","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f3cec9bbca7bedb2ab006c80700ed5ea9b90099f5c5ab28d5f00f4838661c745","sha256:fd2903790e39edd52ba854dc12c6bd9b569e0e90cd0dd7a5ad82a202ca14f3bc"],"state_sha256":"ca856563fcc584a81e27fbd52817bae05a177a3b52badbb257c0af7d6dac5cfa"}