{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:6S4OYVSBYFKHELFICON5G6JXVH","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":"10189d8c6d7561c0287005df8fee93354238e2fc13f05458ea975d78248c840f","cross_cats_sorted":["cs.LG","cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-09-13T19:21:57Z","title_canon_sha256":"c942f34f4eeab7c23f7eefb5d692527504ad2f088b7eab2b3454f5bfa06e8764"},"schema_version":"1.0","source":{"id":"1709.04511","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1709.04511","created_at":"2026-05-18T00:16:08Z"},{"alias_kind":"arxiv_version","alias_value":"1709.04511v4","created_at":"2026-05-18T00:16:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1709.04511","created_at":"2026-05-18T00:16:08Z"},{"alias_kind":"pith_short_12","alias_value":"6S4OYVSBYFKH","created_at":"2026-05-18T12:31:03Z"},{"alias_kind":"pith_short_16","alias_value":"6S4OYVSBYFKHELFI","created_at":"2026-05-18T12:31:03Z"},{"alias_kind":"pith_short_8","alias_value":"6S4OYVSB","created_at":"2026-05-18T12:31:03Z"}],"graph_snapshots":[{"event_id":"sha256:6b862b5d0bc4d8b624f2b9f8a1e3720d1969936ebd3959d225fc71e4481bb454","target":"graph","created_at":"2026-05-18T00:16:08Z","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"},"paper":{"abstract_excerpt":"We conduct an empirical study on discovering the ordered collective dynamics obtained by a population of intelligence agents, driven by million-agent reinforcement learning. Our intention is to put intelligent agents into a simulated natural context and verify if the principles developed in the real world could also be used in understanding an artificially-created intelligent population. To achieve this, we simulate a large-scale predator-prey world, where the laws of the world are designed by only the findings or logical equivalence that have been discovered in nature. We endow the agents wit","authors_text":"Jun Wang, Lantao Yu, Weinan Zhang, Yaodong Yang, Ying Wen, Yiwei Bai, Yong Yu","cross_cats":["cs.LG","cs.MA"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-09-13T19:21:57Z","title":"A Study of AI Population Dynamics with Million-agent Reinforcement Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1709.04511","kind":"arxiv","version":4},"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":"sha256:7a74bfc4a6e15e17199f54089c5a3ba8eba398889991b29b39347dba8d968a6d","target":"record","created_at":"2026-05-18T00:16:08Z","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":"10189d8c6d7561c0287005df8fee93354238e2fc13f05458ea975d78248c840f","cross_cats_sorted":["cs.LG","cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-09-13T19:21:57Z","title_canon_sha256":"c942f34f4eeab7c23f7eefb5d692527504ad2f088b7eab2b3454f5bfa06e8764"},"schema_version":"1.0","source":{"id":"1709.04511","kind":"arxiv","version":4}},"canonical_sha256":"f4b8ec5641c154722ca8139bd37937a9e599066526b0de89d4b60cdf8a3a995b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f4b8ec5641c154722ca8139bd37937a9e599066526b0de89d4b60cdf8a3a995b","first_computed_at":"2026-05-18T00:16:08.709621Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:16:08.709621Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HHOiPaZfVWP8oYx4paxSwv/SJdmxl12iHl8wPZnIJ96EJvHrNaVm6L7y1mzxPDohQTTE2cGnaVLsjAgB+bxdAw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:16:08.710369Z","signed_message":"canonical_sha256_bytes"},"source_id":"1709.04511","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7a74bfc4a6e15e17199f54089c5a3ba8eba398889991b29b39347dba8d968a6d","sha256:6b862b5d0bc4d8b624f2b9f8a1e3720d1969936ebd3959d225fc71e4481bb454"],"state_sha256":"b0138b24d76c9fc92902a1fe4b451a5f114da218a6d255206db99dc7ef5c3d49"}