{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:DOIUAC6OVO2OP27SVJEYPFOJ7F","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":"385070614be52a9ce2f46db57f8497189621d5541062bfc22c511d86b923b441","cross_cats_sorted":["cs.MA","cs.SY","eess.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-03-15T08:42:48Z","title_canon_sha256":"1001d7f58faa1dffb094a5eb66f8beb24faa5e070e75efab6e944780863abcea"},"schema_version":"1.0","source":{"id":"2303.08447","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.08447","created_at":"2026-07-05T06:50:39Z"},{"alias_kind":"arxiv_version","alias_value":"2303.08447v2","created_at":"2026-07-05T06:50:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.08447","created_at":"2026-07-05T06:50:39Z"},{"alias_kind":"pith_short_12","alias_value":"DOIUAC6OVO2O","created_at":"2026-07-05T06:50:39Z"},{"alias_kind":"pith_short_16","alias_value":"DOIUAC6OVO2OP27S","created_at":"2026-07-05T06:50:39Z"},{"alias_kind":"pith_short_8","alias_value":"DOIUAC6O","created_at":"2026-07-05T06:50:39Z"}],"graph_snapshots":[{"event_id":"sha256:f6682697357395f23c8ae6ca794cfd78e17feb01a600556591216a475e5eaf69","target":"graph","created_at":"2026-07-05T06:50:39Z","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/2303.08447/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Integrating variable renewable energy into the grid has posed challenges to system operators in achieving optimal trade-offs among energy availability, cost affordability, and pollution controllability. This paper proposes a multi-agent reinforcement learning framework for managing energy transactions in microgrids. The framework addresses the challenges above: it seeks to optimize the usage of available resources by minimizing the carbon footprint while benefiting all stakeholders. The proposed architecture consists of three layers of agents, each pursuing different objectives. The first laye","authors_text":"Martin Takac, Nicolas Cuadrado, Roberto Gutierrez, Yongli Zhu","cross_cats":["cs.MA","cs.SY","eess.SY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-03-15T08:42:48Z","title":"MAHTM: A Multi-Agent Framework for Hierarchical Transactive Microgrids"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.08447","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:aa16758fb6de3f2e9cfb08049b0d1ff5544361c8ffeadeddf597ac1c52195d23","target":"record","created_at":"2026-07-05T06:50:39Z","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":"385070614be52a9ce2f46db57f8497189621d5541062bfc22c511d86b923b441","cross_cats_sorted":["cs.MA","cs.SY","eess.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-03-15T08:42:48Z","title_canon_sha256":"1001d7f58faa1dffb094a5eb66f8beb24faa5e070e75efab6e944780863abcea"},"schema_version":"1.0","source":{"id":"2303.08447","kind":"arxiv","version":2}},"canonical_sha256":"1b91400bceabb4e7ebf2aa498795c9f9605597b13fe9cf313855284ef5223778","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1b91400bceabb4e7ebf2aa498795c9f9605597b13fe9cf313855284ef5223778","first_computed_at":"2026-07-05T06:50:39.445467Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:50:39.445467Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XB0pIfFiNeqGciLlS+NXeIbB8SJaqCcAM3kVqvQPPJd64WdJsHl+A7wyD5oIQfcNDy12rqJ7gLL4ucOJe17eBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:50:39.445898Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.08447","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:aa16758fb6de3f2e9cfb08049b0d1ff5544361c8ffeadeddf597ac1c52195d23","sha256:f6682697357395f23c8ae6ca794cfd78e17feb01a600556591216a475e5eaf69"],"state_sha256":"ba0383e3f25a9ca78148aaa0ef0afd4aecd09e1e0f566ea4969fb1ebc6dd2a27"}