{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:QK3TENH7VQS6PHCGAYBJP36G7P","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":"954b3a2fad8569fd1c46ea19d548bdbe913719e3fe81a9d3c61ae726d8e9503d","cross_cats_sorted":["cs.MA"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-07-28T21:46:21Z","title_canon_sha256":"4689e78ec700b554b719ab39e678327eced700960b7d0072349a06e388ae324c"},"schema_version":"1.0","source":{"id":"2507.21354","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.21354","created_at":"2026-07-05T11:44:58Z"},{"alias_kind":"arxiv_version","alias_value":"2507.21354v1","created_at":"2026-07-05T11:44:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.21354","created_at":"2026-07-05T11:44:58Z"},{"alias_kind":"pith_short_12","alias_value":"QK3TENH7VQS6","created_at":"2026-07-05T11:44:58Z"},{"alias_kind":"pith_short_16","alias_value":"QK3TENH7VQS6PHCG","created_at":"2026-07-05T11:44:58Z"},{"alias_kind":"pith_short_8","alias_value":"QK3TENH7","created_at":"2026-07-05T11:44:58Z"}],"graph_snapshots":[{"event_id":"sha256:5e417a4420f6c0f6be961141104c7ddf5be601f64574ddd41511b5ff39ecfda0","target":"graph","created_at":"2026-07-05T11:44:58Z","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/2507.21354/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Multi-Agent Systems (MAS) are increasingly used to simulate social interactions, but most of the frameworks miss the underlying cognitive complexity of human behavior. In this paper, we introduce Trans-ACT (Transactional Analysis Cognitive Toolkit), an approach embedding Transactional Analysis (TA) principles into MAS to generate agents with realistic psychological dynamics. Trans-ACT integrates the Parent, Adult, and Child ego states into an agent's cognitive architecture. Each ego state retrieves context-specific memories and uses them to shape response to new situations. The final answer is","authors_text":"Jaros{\\l}aw A. Chudziak, Monika Zamojska","cross_cats":["cs.MA"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-07-28T21:46:21Z","title":"Games Agents Play: Towards Transactional Analysis in LLM-based Multi-Agent Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.21354","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":"sha256:98fbc33a3e36ef8d48f85a44eb56c11cea66ebd4856775968dccdcfc5c2e116f","target":"record","created_at":"2026-07-05T11:44:58Z","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":"954b3a2fad8569fd1c46ea19d548bdbe913719e3fe81a9d3c61ae726d8e9503d","cross_cats_sorted":["cs.MA"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-07-28T21:46:21Z","title_canon_sha256":"4689e78ec700b554b719ab39e678327eced700960b7d0072349a06e388ae324c"},"schema_version":"1.0","source":{"id":"2507.21354","kind":"arxiv","version":1}},"canonical_sha256":"82b73234ffac25e79c46060297efc6fbc4b1974ab5a50ce193e927575b7a18d6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"82b73234ffac25e79c46060297efc6fbc4b1974ab5a50ce193e927575b7a18d6","first_computed_at":"2026-07-05T11:44:58.239586Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:44:58.239586Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kpAHXwIsi7dfyJNJKxd4zfvsR8soB3wjwTHvYND/FwaDhcnXYoUF6cOcUHiW5SimJYHe7m91l3y/TGOwWaWkCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:44:58.239992Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.21354","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:98fbc33a3e36ef8d48f85a44eb56c11cea66ebd4856775968dccdcfc5c2e116f","sha256:5e417a4420f6c0f6be961141104c7ddf5be601f64574ddd41511b5ff39ecfda0"],"state_sha256":"9926643405ae507f0419345ff44ebca1029fdd351ba04899666a0c9742b45f67"}